Machine Learning

**A Korean learning community hosted by a native Korean speaker** **Practice your Korean and connect with fellow learners** Hello everyone! Nice to meet you 😊 I’m building a small community for people who are on a long (and sometimes challenging) journey of learning Korean. What I’m trying to create here is simple: * **A space where mistakes are completely okay** * **A place that helps you keep going with your Korean** * **A chance to meet people who understand your learning journey** Most of the time, we just sit together with coffee or tea and have casual conversations. But from time to time, I also plan small activities to support your learning. If you’re learning Korean in Toronto and looking for people to share the journey with, you’re very welcome to join us 🙂

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).

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!

Join us this week as a guest to overcome your fear of public speaking and speak with confidence! We hold weekly meetings on Thursday nights to facilitate impromptu speaking, debates, discussions, and prepared speeches to practice our skills and give each other constructive feedback. We are a friendly group of all ages and backgrounds in the GTA, where we help our members and guests in their personal and professional development. We typically meet at the Etobicoke Civic Centre with lots of free visitor parking. You can join us as a guest anytime you want, for as long as you would like, to see what Toastmasters is all about! Come and join us this Thursday to become the best version of you. The theme for this week's meeting is TBD! Join us to practice your improv. speaking skills, debating skills, and to improve your public speaking abilities. If you're interested in attending this meeting, please contact us through our "Contact Us" form on http://goodyeartoastmasters.com/ See you there! ABOUT GOODYEAR TOASTMASTERS \*NOTE\* We are now back in-person at the Etobicoke Civic Centre! Visitor Parking is free. Simply let the Security Person know you're here for a Toastmasters meeting. • Our meetings start at 6:45 PM and lasts for about 2-hours. We suggest you arrive earlier to settle in and network before we begin. • It's free to attend as a guest and you can join us as many times as you would like. For the full access to the Toastmasters Pathways Programme, however, you will need to join as a member and pay a membership fee. • Don't worry about the low attendance numbers on Meetup. Members do not RSVP here. We use the club website instead. Meetup is primarily a place for us to reach out to newcomers such as yourself!

​🚀 Join ProductTank Toronto for a night exploring how product people and founders are building **productive AI agents**—from configuring Notion agents to orchestrating systems that design, build, and ship real products. ​This session is all about **execution**: how AI moves beyond experimentation into real workflows that extend your capacity and actually get things done. ​If you've attended a Notion Toronto Community event before, you may already know our speakers. This time, they’re bringing their real-world AI practices to the ProductTank stage. Featuring: [Dave Mence](https://www.linkedin.com/in/dave-mence/) and [Josh Gonsalves](https://www.linkedin.com/in/joshgonsalves94/) ## 🎤 **Dave Menceles, Program Ops Manager @ Notion** ***Quality In, Quality Out: Putting in the Human Work to Make AI Agents Shine*** **​About Dave:** ​Dave manages operations for a group of 120+ third-party Notion experts in one of Notion’s certified consultants programs. He leans on a handful of Notion Custom Agents to help him perform his day-to-day work that would otherwise extend way beyond his individual bandwidth. **​About his talk:** ​Dave will share how his Q&A agent helps to support the members of his program with the deep program knowledge he’s imparted to the agent. He’ll also give an short guide on how to set up your own Notion Custom Agents that can work around the clock to perform helpful work on your behalf. ## **Josh Gonsalves, Founder @ Contraverse** ​**AI That Builds AI: Orchestrating Agents Into a Real Product Team** **About Josh:** ​Josh is a Toronto-based founder building Formive, an AI platform for creating and sharing powerful AI tools and lead magnets without any code. His work focuses on turning AI into a leveraged system that can research, plan, build, and ship real products autonomously. He hasn’t written a single line of code. Instead, he directs AI systems that do. ​**About his talk:** ​Josh will break down how he uses AI coding tools like Claude Code, Codex, and Cursor as a coordinated team of AI designers and engineers to build and ship a real product from scratch. He will show how Agent Skills, MCPs, and structured workflows enable these models to collaborate, handling everything from product research and planning to coding, review, bug fixing and shipping production-ready software. This talk are especially **relevant for non-technical** founders and Product Managers. It demonstrates how you can create solid, production-ready software without being a traditional developer by directing systems instead of writing every line yourself. ​Spots are limited—see you there! 📍 BrainStation @ The Well 🗓️ Thursday\, Apr 16th\, 2025 \| 6:00 p\.m\. \- 8:00 p\.m\. 🎟️ Free to attend [hashtag#ProductManagement](https://www.linkedin.com/search/results/all/?keywords=%23productmanagement&origin=HASH_TAG_FROM_FEED) [hashtag#AIForPMs](https://www.linkedin.com/search/results/all/?keywords=%23aiforpms&origin=HASH_TAG_FROM_FEED) [hashtag#TorontoTech](https://www.linkedin.com/search/results/all/?keywords=%23torontotech&origin=HASH_TAG_FROM_FEED) [hashtag#ProductTank](https://www.linkedin.com/search/results/all/?keywords=%23producttank&origin=HASH_TAG_FROM_FEED) [hashtag#AIExecution](https://www.linkedin.com/search/results/all/?keywords=%23aiexecution&origin=HASH_TAG_FROM_FEED)

**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.

Most people hear "Evil Twin" and think fake login page at a coffee shop. Harvest some passwords, call it a day. That's the tutorial version. That's not what this talk is about. Harold "superkojiman" Rodriguez is going to show what happens when you actually build out Evil Twin infrastructure and use it as a real attack platform. Not just phishing — direct methods of gaining access to target systems. The tooling, the infrastructure, the tradecraft. How a technique most people write off as basic becomes a legitimate entry point in an engagement. **What we'll cover:** \- How Evil Twin setups go way beyond credential harvesting \- Direct methods for gaining access to target systems \- Attack chains that start with network positioning \- Real\-world scenarios where these techniques actually matter \- The defensive gaps most security teams miss **About the speaker:** Harold has been doing this for over 15 years. Red team operations, penetration testing, vulnerability research, exploit development — the full spectrum. He's authored boot2root and CTF challenges, built open-source security tools, and written tutorials that have been floating around the community for years. If you've done any offensive security training or CTF work, there's a good chance you've run into his stuff. **Details:** \- Thursday\, April 16\, 2026 \- Doors at 6:30 PM\. Talk starts shortly after\. \- Stan\, 100 Queens Quay East\, Toronto Stick around after for the hallway track. That's where half the good conversations happen. DC416 is Toronto's DEFCON group. Monthly meetups. Technical talks. No vendor pitches. No fluff.

While a philosopher might ask the question, “Why are we here?”, geologists want to know, “How did we get here?”. In this meetup we will travel back in time through the Earth’s history; learning how our planet operates today, what it may have been like in the past, and the tools geologists use to figure these things out. Join us for this quick trip through geologic time, from the Anthropocene to the Hadean! For this meetup, we have an expert in earth sciences who will share her expertise with us and facilitate the gathering. Sarah Mount is currently a PhD student in the Earth Sciences department at the University of Toronto. She works in experimental petrology and makes her own igneous rocks to try to understand processes that happen in nature. Her PhD project involves experiments, stable isotope measurements, and the application of stable isotopes to exciting things like planetary formation. \-\-\-\-\- No readings for this meetup, but I’m including a great Radiolab episode that explains the science of dating rocks [https://radiolab.org/podcast/heavy-metal](https://radiolab.org/podcast/heavy-metal) \-\-\-\-\- I will take some pictures during the meetup.

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.

\*\*Please note that this event requires your name and email address for QR code to get access to the building on the event day, you must register or else you will not receive a QR code for access\*\* [Link](https://forms.office.com/r/PBdQuWX4T0)[ ](https://forms.office.com/r/7ZB00rZmBh?origin=lprLink)to Registration: https://forms.office.com/r/PBdQuWX4T0 **Agenda:** Coming Soon **Sponsors:**

Note - This is an exclusive event organized by Alumni Relations department of George Brown Polytechnic and supported by GDG Cloud Toronto. We are also extending the opportunity to our community members to join and benefit. This is a paid event, and participation is strictly based on your ticket purchase from [https://www.eventbrite.ca/e/building-with-ai-learn-ai-tools-workshop-tickets-1984968334723?aff=oddtdtcreator](https://www.eventbrite.ca/e/building-with-ai-learn-ai-tools-workshop-tickets-1984968334723?aff=oddtdtcreator) Boost Your AI Skills with Google Cloud: Build, Explore, and Collaborate \# Build with AI Are you ready to redefine what's possible with AI? Join us for an immersive event designed to propel you to the forefront of AI development. Experience a unique blend of hands-on workshops, insightful sessions, and networking opportunities galore, all focused on building the next generation of intelligent applications. In this workshop, you will deploy a Gemini Enterprise application and connect it to diverse data stores, including Google Cloud Storage, Google Drive, and Google Calendar. You will then explore its capabilities, from using the general AI assistant for information discovery to creating custom agents for specific tasks and leveraging NotebookLM for in-depth content analysis. What You Will Learn: * Create a Gemini Enterprise app. * Use Gemini Enterprise agents to find, summarize, and extract content from different data stores. * Create a deep research report agent. * Create a multi-agent ideation session. * Utilize NotebookLM for focused, document-grounded analysis and generate an audio overview of curated sources. To join the workshop, you must bring your own laptop and power cable. The activities are intended for laptops and cannot be completed on a tablet or phone. Lunch will be provided. Note: Please fill out the registration form to express interest in joining the event! Capacity is limited, and registration is required. Note - GDG Cloud Toronto is not organizing but supporting this event. All decisions made regarding the confirmation of registration will be made by the Alumni Relations department of George Brown Polytechnic.

[Summary] This meetup is for those who are interested in code, web development, design, cloud, or AI. All levels are welcome, so feel free to bring your laptop and discuss what you are working on or what you are learning. You can share your projects and ideas with other participants freely. There are outlets and WiFi, drinks are about $5 for tea, they take card only. [Price] Attendance is FREE. But you need to buy something from the venue. [Policies] \- We do not tolerate harassment of our members \- We remind users that that this meetup is intended for networking and hobby development\, and any attempts at using this meetup event as a dating platform will not be not be tolerated Further information: https://torontostack.exchange/

Come hang out. It's been a while. C++TO is getting back together for an evening at Free Times Cafe on College Street. No talks, no agenda — just drinks, food, and catching up with the Toronto C++ community. Whether you've been to every virtual meetup or haven't shown your face since 2019, you're welcome. Bring a friend. Thursday, April 16 · 6:30 PM Free Times Cafe (back room) · 320 College St, Toronto Food and drinks available to order. See you there.

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)

**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

If you enjoy knitting, crocheting, working with yarn, this is the group for you. Meet new friends, bring your projects, learn from others.
We normally meet a few times a month during the week from 6-8pm. We will occasionally meet on weekends during daytime hours.

**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

## 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.