Machine Learning

This is a ticketed event. Please register at [this link](https://luma.com/5seq0r1v). ***Who's governing the AI your doctor trusts?*** ​Healthcare AI is crossing thresholds faster than governance can keep pace. In Utah, an AI is now legally prescribing medication without a doctor. In January, OpenAI launched ChatGPT Health, and Anthropic released Claude for Healthcare. AI companies are benchmarking their models against expert clinicians' performance and rapidly closing the gap—and, in some cases, surpassing them. Meanwhile, Elon Musk is encouraging users to upload medical imaging to Grok for analysis. ​This talk will explore how today's fragmented regulatory approach creates systemic vulnerabilities that could amplify as systems become more capable. [Pascal Thibeault](https://www.uottawa.ca/faculty-law/common-law/faculty/thibeault-pascal)[ ](https://www.uottawa.ca/faculty-law/common-law/faculty/thibeault-pascal)will examine the growing chasm between AI deployment and AI governance in clinical care, and consider which governance frameworks might help prepare us for a future where AI systems operate with increasing autonomy. ​​​**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 attend in person, join our live stream starting at 6:30 pm via [this link.](https://www.youtube.com/@Trajectory-Labs/live) ​​​​This is part of our weekly [AI Policy Tuesdays ](AI Policy Tuesdays)series. Join us in examining questions like: * ​​​​How should AI development be regulated? * ​​​​What are the economic and social implications of widespread automation? * ​​​​How do we balance innovation with safety considerations? * ​​​​What governance structures are needed for safer AI?

This **SR&ED general information webinar** will provide an overview of the program. We will guide you through the eligibility criteria, qualifying expenditures, and the free tools and services offered by the CRA. * Feb 17, 2026, 1 pm to 3 pm ET – English session I would suggest if you own a business and want to receive government funding for your project, thinking of starting a business to learn how you can form your business for maximum benefit, or wish to provide grant writing services to your clients. There is no charge to attend. Registration is required, as space is limited. To register: https://www.canada.ca/en/revenue-agency/services/scientific-research-experimental-development-tax-incentive-program/sred-support-services/sred-webinars.html If you are a member of LeaderSHIFT, you will receive a detailed package with samples and a detailed guide at no cost. Click on attend. Some tools to help members: * [Pre-claim consultations](https://www.canada.ca/en/revenue-agency/services/scientific-research-experimental-development-tax-incentive-program/sred-support-services/pre-claim-consultation.html?utm_content=2025-05-13_0193&utm_term=SSV) that allow eligible claimants to work with an SR&ED specialist to determine if their project contains SR&ED work before they submit a claim; * The [SR&ED outreach program](https://www.canada.ca/en/revenue-agency/services/scientific-research-experimental-development-tax-incentive-program/sred-support-services/sred-outreach.html?utm_content=2025-05-13_0195&utm_term=SSV), which offers targeted sector-specific presentations and one-on-one presentations to businesses, in addition to hosting general information webinars. We also provide accessible digital resources to help businesses determine their eligibility, calculate expenditures and prepare their claim. These tools include: * The [Self-Assessment and Learning Tool](https://www.canada.ca/en/revenue-agency/services/scientific-research-experimental-development-tax-incentive-program/self-assessment-learning-tool.html?utm_content=2025-05-13_0197&utm_term=SSV), which helps claimants find out if their work is likely to qualify for SR&ED tax incentives and estimate their potential claim amount in about 30 minutes or less; * The SR&ED Client Portal, available within [My Business Account](https://www.canada.ca/en/revenue-agency/services/e-services/digital-services-businesses/business-account.html?utm_content=2025-05-13_0199&utm_term=SSV), which is a secure, one-stop workspace designed to support claimants throughout the claim process. ## Learn about the program * Register for an upcoming [SR&ED webinar](https://www.canada.ca/en/revenue-agency/services/scientific-research-experimental-development-tax-incentive-program/sred-support-services/sred-webinars.html?utm_source=Mailbox&utm_medium=External_Email&utm_campaign=No_Signature_Corporate_item+CPB+SRED&utm_content=2024-10-22_0248) on Sept 16, 2025 (English session) * [Contact us](https://www.canada.ca/en/revenue-agency/services/scientific-research-experimental-development-tax-incentive-program/contact-sred.html?utm_source=Mailbox&utm_medium=External_Email&utm_campaign=No_Signature_Corporate_item+CPB+SRED&utm_content=2024-10-22_0258) to book a tailored one-on-one outreach session * Refer to our [annual program statistics](https://www.canada.ca/en/revenue-agency/services/scientific-research-experimental-development-tax-incentive-program/annual-program-statistics.html) web page for updated 2024 to 2025 program information * Visit our [multimedia gallery](https://www.canada.ca/en/revenue-agency/services/scientific-research-experimental-development-tax-incentive-program/multimedia-gallery.html) for infographics, videos, and a podcast feature ## Find out if your work may be eligible * Refer to our eligibility of work [guidelines](https://www.canada.ca/en/revenue-agency/services/scientific-research-experimental-development-tax-incentive-program/sred-policies-guidelines/guidelines-eligibility-work-sred-tax-incentives.html) * Use our quick and easy [Self-Assessment and Learning Tool](https://www.canada.ca/en/revenue-agency/services/scientific-research-experimental-development-tax-incentive-program/self-assessment-learning-tool.html?utm_source=Mailbox&utm_medium=External_Email&utm_campaign=No_Signature_Corporate_item+CPB+SRED&utm_content=2024-10-22_0254) * Request a [pre-claim consultation](https://www.canada.ca/en/revenue-agency/services/scientific-research-experimental-development-tax-incentive-program/sred-support-services/pre-claim-consultation.html?utm_source=Mailbox&utm_medium=External_Email&utm_campaign=No_Signature_Corporate_item+CPB+SRED&utm_content=2024-10-22_0256) for a project that is either in-progress or completed ## Prepare your claim * Follow our [step-by-step guide](https://www.canada.ca/en/revenue-agency/services/scientific-research-experimental-development-tax-incentive-program/sred-claim.html?utm_source=Mailbox&utm_medium=External_Email&utm_campaign=No_Signature_Corporate_item+CPB+SRED&utm_content=2024-10-22_0260): how to prepare your claim * Use the [SR&ED Client Portal](https://www.canada.ca/en/revenue-agency/services/e-services/cra-login-services.html) within My Business Account to start building your claim * [Contact us](https://www.canada.ca/en/revenue-agency/services/scientific-research-experimental-development-tax-incentive-program/contact-sred.html?utm_source=Mailbox&utm_medium=External_Email&utm_campaign=No_Signature_Corporate_item+CPB+SRED&utm_content=2024-10-22_0258) to speak to an SR&ED specialist

\*\*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/kUUNAxpugZ)to Registration: https://forms.office.com/r/kUUNAxpugZ ### Topic 1: Agentic DevOps: Redefining the SDLC DevOps just got an upgrade. Thanks to GitHub Copilot and other AI tools your pipelines can now think ahead, automate the boring stuff, and even nudge you when you’re about to break production (again). This talk dives into agentic AI—the kind of AI that doesn’t just wait for orders but actually helps out, like a proactive teammate who never sleeps. Agentic DevOps is a paradigm that combines human developer expertise with AI-powered tools and frameworks to enhance software delivery. While Microsoft popularized the concept, it’s not limited to their ecosystem. You can apply Agentic DevOps with: \- Coding agents like : Cursor\, Windsurf\, Claude Code\, Codex etc \- Local AI coding agents: Continue\, Cline\, Roo Open-source models: Llama 4, Mistral, DeepSeek, Qwen \- On\-prem deployment tools: vLLM\, SGLang\, TGI \- Agent Frameworks: LangGraph\, AutoGen\, CrewAI\, DSPy etc These are just few examples but choose your preferred tooling and infrastructure, whether on-prem or in the cloud with AWS, GCP, Azure, IBM Cloud, Oracle Cloud, or Alibaba Cloud. Agentic DevOps is about augmenting human capabilities with AI, not about vendor lock-in. Agentic DevOps is for everyone. We’ll show how Copilot helps you write, review, and ship code faster, while Azure keeps the infrastructure humming along. Think: smarter CI/CD, fewer “oops” moments, and more time to focus on the fun parts of building software. Expect real-world examples, best practices, and a few cautionary tales. You’ll leave with practical ideas for making AI a trusted part of your DevOps toolkit—without replacing the humans who still need coffee breaks. Whether you’re a DevOps engineer, team lead, or architect, this session will help you see how AI can make your life easier, your pipelines smarter, and your deployments a lot less stressful. Speaker: **Max Yermakhanov, Microsoft MVP** **Topic 2: Building a Secure Browser Agent with Microsoft AI Foundry & Azure Playwright Workspace** AI agents are moving beyond APIs and command-line tools — they are starting to reason and act inside real web browsers. In this session, we’ll explore how to build a secure, production-minded browser agent using Microsoft AI Foundry and Azure Playwright Workspace, enabling agents to autonomously navigate websites, interact with UI elements, validate outcomes, and report results with transparency and guardrails. Speaker: **Kaan Turgut, Hybrid Cloud Solution Architect** **Topic 3: Introduction to Azure SRE Agent** As organizations increasingly adopt cloud-native architectures, maintaining reliability and operational excellence becomes a critical challenge. Enter Azure SRE Agent—a cutting-edge solution designed to bring Site Reliability Engineering principles into the AI era. This session introduces the Azure SRE Agent, an intelligent, autonomous system that leverages AI-driven insights and automation to monitor, diagnose, and remediate reliability issues across distributed environments. Speaker: **Ehsan Eskandari, Microsoft MVP**

## **🗺️ Event Location** The event is at the **OneEleven Co-Working Space** located at 325 Front St W, 4th Floor, Toronto, ON M5V 3S9 ## **Imagine data pipelines that manage themselves.** The global BUILD conference is coming to Toronto, bringing the latest in data engineering directly to you. This isn't a lecture—it's a hands-on, heads-down working session where you will master the next generation of the Data Cloud. Join us for an evening where you won't just watch a demo; you'll roll up your sleeves and build a complete **multi-stage data pipeline** from scratch. We will use **Snowflake's Dynamic Tables**—the declarative approach to continuous data transformation—to create a system that automatically handles dependency mapping, scheduling, and data refreshes. Whether you're a data engineer, analytics engineer, or SQL enthusiast, this is your fast track to eliminating orchestration code and deploying robust, low-latency data products. ## **⚡ What We're Building** * **A Self-Managing Analytics Pipeline** 🔄 We are moving beyond traditional batch jobs and complex external schedulers. You will use **Dynamic Tables** to build an end-to-end workflow—from raw data to an analytics-ready fact table—while Snowflake automatically orchestrates every refresh. You'll walk away with the code and the know-how to deploy production-ready pipelines with unprecedented speed and simplicity. * **The Complete Pipeline Stack** 🛠️ You will get hands-on experience building a real-world data architecture: * **Raw Data Ingestion:** We'll set up your source tables and understand how Dynamic Tables detect upstream changes. * **Multi-Stage Transformations:** We'll create intermediate staging layers with declarative SQL—no DAGs, no schedulers. * **Analytics-Ready Fact Tables:** We'll build the final consumption layer and configure refresh policies for low-latency delivery. * **Monitoring & Observability:** We'll explore how to track pipeline health, refresh history, and data freshness. ## **📅 Agenda** We are running the **"Building Self-Managing Data Pipelines"** track. We will have expert TAs from Snowflake and the community on-site to help you debug and build. * **5:00 PM:** Doors Open, Registration, Food & Networking * **6:00 PM:** **Welcome & Core Concepts** – Why Dynamic Tables Change Everything * **6:30 PM:** **Lab Part 1:** Environment Setup, Raw Data Sources & Your First Dynamic Table (Modules 1-3) * **7:30 PM:** Short Break * **7:45 PM:** **Lab Part 2:** Multi-Stage Pipelines & Building Analytics-Ready Fact Tables (Modules 4-5) * **8:30 PM:** Networking & Social * **9:00 PM:** Event Ends ## **👥 Who Should Attend?** We designed this session to be accessible yet deep. * **For Beginners:** If you are new to data engineering or Snowflake, don't worry. We provide a step-by-step manual and have experts in the room to guide you through every line of SQL. You *will* leave with a working pipeline. * **For Experts:** If you are already a pro with dbt, Airflow, or traditional ETL, the lab provides the perfect sandbox. You can race through the basics and spend your time experimenting with refresh policies, incremental patterns, and pushing the limits of declarative pipelines. ## **💻 Prerequisites** This is a working session! To participate and earn your badge, please bring: * **Your Laptop:** Fully charged (stable Wi-Fi provided). * **That's it!** We will provide a Snowflake trial account and all necessary data during the session. ## **🎟️ Secure Your Spot** Spaces are strictly limited to ensure everyone gets 1:1 support during the lab. Don't miss your chance to eliminate orchestration headaches and connect with the Toronto data community. ### **When** February 17, 2026 *Local Time: February 17, 2026, 5:00 PM – 9:00 PM (EST)* ### **Where** **OneEleven Co-Working** 325 Front St W, 4th Floor, Toronto, ON M5V 3S9

Go Medieval! Learn Medieval arts, sciences, dancing and games! Have somefun with like minded history geeks. Tuesdays, 6:30 pm to 8:30 pm St. Andrew’s United Church 117 Bloor St EAST (near Church Street) Ring the buzzer for the gate keeper more info? www.eoforwic.ca

They say you never forget your first love. But there’s something about love that isn’t returned that's pretty hard to forget too. To help ease any post-Valentine’s Day blues, we’re going to spend our next Curiosity Café discussing **unrequited love.** We’ll begin by examining our experiences of unrequited love, to get to the bottom of what exactly we’re talking about. How is it different from, say, love that *is* requited? Or from infatuation? Is a one-sided friendship an instance of unrequited love? Is there a relevant difference between love that is not requited at all, and love that is not requited in *kind*? What can unrequited love tell us about the nature of love in general? Then, we’ll turn to thinking about how we should respond to unrequited love, either in ourselves, or in others. What value, if any, does unrequited love have? When love is unrequited, should we try to move on? Should we try to persuade our beloved to love us back? What should we do if we’re on the receiving end of unrequited love, or if we’re witness to a friend in this kind of situation? Join co-moderators Alexandra Gustafson and Sophia Whicher to dissect these questions and more on February 17th. **Space is limited!** **Please obtain a “Pay-What-You-Can” ticket from Curiosity Café at [this link (click here)](https://www.eventbrite.ca/e/curiosity-cafe-unrequited-love-tickets-1982624787109) to attend this event. You need a ticket to be admitted.** See the above link for more info about tickets and other options including a limited number of free tickets. Come and hang out with us, grab food, and read through our handout from 6-6:30pm. Our structured discussion will run from 6:30-8:30pm with a 10 minute break in the middle. Hope to see you there! ***___________________________________________________________________*** This event is brought to you by [Being and Becoming](https://beingnbecoming.org/), a Toronto based non-profit. We aim to create community around exploring everyday concepts and experiences so that we may live more intentional, thoughtful, and meaningful lives. We use philosophy as a tool with which we can come to a richer understanding of the world around us. By offering activities, spaces, and other opportunities for conversation and co-exploration, we hope to enable the meeting and fusion of individuals and their ideas. Everyone is welcome, regardless of background: indeed, we believe the journey is best undertaken alongside explorers from a variety of disciplines, cultures, backgrounds, and experiences. Find out more about Being and Becoming [here](https://beingnbecoming.org/). About the Curiosity Café Series: For those of you who haven’t had the opportunity to join us at our Curiosity Cafés and are wondering what they’re all about: every two weeks, we invite members of our community to come out to the Madison Avenue Pub to engage in a collaborative exploration of our chosen topic. Through these events, we aim to build our community of people who like to think deeply about life’s big questions, and provide each other with some philosophical tools to dig deeper into whatever it is we are most curious about.

Join us for an exclusive **AWS Toronto Office Visit** hosted by the AWS team, bringing together members from AWS Cloud Clubs across Ontario for an afternoon of learning, insight, and inspiration. This in-person visit is a chance to step inside the AWS office, meet the people building and scaling real-world cloud and robotics systems, and get a behind-the-scenes look at what careers at AWS actually look like. **What to expect:** * 🏢 **Guided Office Tour** – Experience the AWS Toronto workspace and culture * ☁️ **AWS Cloud Clubs Program Overview** – Learn how AWS supports student builders and communities * 🧠 **AWS & Solutions Architecture Talk** – How solutions architects design systems at scale * 🤖 **Amazon Robotics Session** – Explore how robotics and cloud infrastructure intersect at Amazon **📅 Date:** February 17, 2026 **⏰ Time:** 12:00. 12:30 Check-in. – 2:30 PM **📍 Location:** AWS Toronto Office **👥 Audience:** AWS Cloud Club members & partner university clubs (including TMU) Whether you’re curious about cloud careers, large-scale system design, or robotics at Amazon, this is a rare opportunity to learn directly from AWS professionals face to face. Spots are limited. RSVP early.

💘 **Retrieval-Augmented Generation (RAG) with MongoDB Skill Badge** Fall in love with building smarter AI applications using Retrieval Augmented Generation with MongoDB. In this Valentine-themed session, you will learn how to design RAG applications, use vector search effectively, apply smart chunking strategies, and build an LLM-powered app with LangChain and MongoDB using your own data. 🎓 **Skill Badge** Complete the skill check at the end of the session and earn a Credly Badge to share with your network. **💚 Why Attend** • Learn RAG architecture, chunking strategies, and hands-on implementation • Connect with MongoDB users, engineers, and AI enthusiasts • Free community event with complimentary food **🕠 Agenda** **5:30 PM** Meet & Greet - refreshments **5:45 PM** Talk: [Dev J. Shah](https://www.linkedin.com/in/busycaesar) (SWE @ [TribalScale](https://www.linkedin.com/company/tribalscale)) - RAG with MongoDB: Learn and get a [Credly Skill Badge](https://learn.mongodb.com/courses/rag-with-mongodb) **6:45 PM** Networking and connecting with your peers **7:30 PM** Event ends **⚠️ Important RSVP Notes** • When you arrive, please take the **elevator to the 4th floor, turn left, and follow the signs** • We kindly ask that **you arrive on time** so we can keep the event running smoothly • If you arrive **after 6 PM and the building doors are locked**, please signal the **security guard** at his desk for assistance • You may use a **fully charged laptop or a smartphone** to participate in the session • Please note that this event **will end firmly at 7:30 PM** 💡 Join us for an evening of learning, sharing, and community-building. We look forward to seeing you there! ✅ Thanks to our sponsors **[@MongoDB](https://www.linkedin.com/company/mongodbinc)**, **[@Slalom Consulting](https://www.linkedin.com/company/slalom-consulting),** and **[@Delbridge Solutions](https://www.linkedin.com/company/delbridge-solutions)** 💚 We’d love to hear from the community. **Are you doing something cool with MongoDB you’d like to share?** Message our MUG leaders [@Ian](https://www.linkedin.com/in/iancloves) / [@Leonardo](https://www.linkedin.com/in/leogomesdev) 🌎 Sessions will be presented in English

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** * *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 speaker 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: Curtis Collicutt** *Title: Stegalographer* *Abstract:* ***They said never write your own encryption. They didn’t say anything about steganography!*** *What if the best place to hide a secret message was in something so boring that nobody would ever look twice at it? Stegalographer is a tool that embeds data in legitimate-looking application logs by encoding information in the choices that generate the logs, rather than encrypting them. The template used, the number of trailing spaces, whether the log says 'error' or 'failure', and even the microsecond variations in timestamps can all carry hidden bits. The output isn't logs with secrets stuffed inside, but real log structure with your data silently riding along.* *This talk will explain how Stegalographer works, from analysing existing logs to extract templates (using the Drain algorithm from log analytics research), to the encoding process that turns your message into a stream of plausible entries. We will explore practical use cases such as covert channels in penetration testing, watermarking logs to trace leaks and censorship-resistant publishing disguised as 'sample data'. However, we will also be honest about the limitations: this is steganography, not encryption, and statistical analysis can potentially detect anomalies at scale. Whether you're interested in security research or information theory or privacy, or want to know more about building security tools, come and see how the most mundane part of any system can become a covert communication channel.* *We'll also touch on the experience of building security tools like this one using AI-assisted programming tools like Claude Code.* 🎤 **Speaker #2: Ads Dawson** Title: *Q&A with Ads Dawson* *Ads Dawson is an Offensive security engineer, penetration tester and red teamer with over thirteen years of experience breaking, testing, and securing applications and infrastructure across startups and large enterprises. Skilled in web application security, DevSecOps, and large-scale hybrid cloud environments, with a strong focus on offensive engineering, red team operations, and vulnerability research. Active bug bounty hunter and researcher in AI and LLM security, specializing in uncovering and mitigating attack vectors such as prompt injection, unrestricted model inference, and backdoor attacks. Experienced in leading incident response and simulating advanced adversaries to expose weaknesses before real attackers do.* *He works with organizations like OWASP and was Technical Lead for [OWASP’s Top 10 for LLM Applications](https://owasp.org/www-project-top-10-for-large-language-model-applications/assets/PDF/OWASP-Top-10-for-LLMs-v2025.pdf).* *This is your chance to ask Ads anything you want about AI and cybersecurity so come armed with your questions!* **⚡ Lightning Talks and Demos** Lightning Talks - 5 to 10 minutes long 1. Myles Harrison - Point / counterpoint on Claude Code and agent orchestration 2. Elshad Humbatli - Repo Health software project 3. **You?** \- Please reach out if you'd like to do a lightning talk or demo 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!

We are going to Chinatown to their New Year's festival. We will first meet INSIDE St. Patrick subway station where you pay your fare. We will then take a short walk around Chinatown to learn some interesting facts about Chinese customs and food. Then we will go to "Chinatown Centre" where they're having Chinese performances including music, dance and craft booths. You can stay in Chinatown afterwards yourself and go to eat at some of places that were pointed out on the walk. This is a free event. You MUST meet us at the subway otherwise it will be too hard to find us at the festival.

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!

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/Da9fZFxPfs **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.

Power grids run on protocols that were never designed to be secure. Modbus doesn't authenticate. MQTT trusts whoever connects. State estimation believes whatever data you feed it. This month, Parham Mohammadi shows what happens when you exploit all of that. **THE TALK** Parham built a full ICS attack simulation lab and ran real attack chains against it. False data injection into state estimation. Modbus register overwrites. MQTT broker takeover. Chained attacks against distributed energy resources. The operator dashboard stayed green the entire time. If Ukraine 2015 and Industroyer taught us anything, it's that this isn't theoretical. **THE SPEAKER** Parham Mohammadi — Postdoctoral Researcher, York University Parham spent six years at York doing his PhD on power systems simulation. The CPPS-SEC Lab he built for this research simulates real ICS attack chains against power grid infrastructure — the same lab he's demoing at this talk. ***ARRIVAL WINDOW — PLEASE READ*** Doors open at 6:15 PM and close at 6:40 PM. Our volunteer at the gate can only let people up during this window. After 6:40 PM, there will be no one downstairs to let you in. Plan accordingly. If you RSVP and can't make it, please update your status so someone on the waitlist can take your spot. Food and drinks sponsored by Stan. **CONNECT** [Discord](https://discord.com/invite/VDy69zgfc3) [Website]( https://defcontoronto.ca) DC416 is Toronto's DEFCON group. If you're into security, you're welcome here.

🌟 Introducing **AI Innovation Vanguard** — Our **Free**, **Exclusive Co-Create AI Community** Feeling behind in the AI wave? Want to stay updated with the latest AI developments? Torpedo Rapid Studio is excited to launch our new AI community — AI Innovation Vanguard — bringing together early adopters, professionals, and innovators who want to explore and play with our new AI solutions before public release. Members of the AI Innovation Vanguard will receive: ✅ Exclusive early access to our new AI tools ✅ Voice your challenges and influence how our AI products are developed ✅ Opportunity to incorporate our AI solutions into your work to boost efficiency and simplify daily tasks And it’s completely **free**! We’re excited to **release multiple upcoming AI tool prototypes** across multiple industries, built by diverse AI engineers very soon. **Vanguard members from all backgrounds** will get **exclusive early access**! ✨ Join AI Innovation Vanguard today: forms.gle/xLGebMTyAAJegdoJ7 ✨ Torpedo's Linkedin: [https://www.linkedin.com/company/torpedo-rapid-studio/](https://www.linkedin.com/company/torpedo-rapid-studio/ "https://www.linkedin.com/company/torpedo-rapid-studio/") Be part of the innovation journey and help shape the future of AI solutions! [#AI](https://www.linkedin.com/search/results/all/?keywords=%23ai&origin=HASH_TAG_FROM_FEED "https://www.linkedin.com/search/results/all/?keywords=%23ai&origin=HASH_TAG_FROM_FEED") [#Innovation](https://www.linkedin.com/search/results/all/?keywords=%23innovation&origin=HASH_TAG_FROM_FEED "https://www.linkedin.com/search/results/all/?keywords=%23innovation&origin=HASH_TAG_FROM_FEED") [#AITools](https://www.linkedin.com/search/results/all/?keywords=%23aitools&origin=HASH_TAG_FROM_FEED "https://www.linkedin.com/search/results/all/?keywords=%23aitools&origin=HASH_TAG_FROM_FEED") [#TechCommunity](https://www.linkedin.com/search/results/all/?keywords=%23techcommunity&origin=HASH_TAG_FROM_FEED "https://www.linkedin.com/search/results/all/?keywords=%23techcommunity&origin=HASH_TAG_FROM_FEED") [#EarlyAccess](https://www.linkedin.com/search/results/all/?keywords=%23earlyaccess&origin=HASH_TAG_FROM_FEED "https://www.linkedin.com/search/results/all/?keywords=%23earlyaccess&origin=HASH_TAG_FROM_FEED") [#Productivity](https://www.linkedin.com/search/results/all/?keywords=%23productivity&origin=HASH_TAG_FROM_FEED "https://www.linkedin.com/search/results/all/?keywords=%23productivity&origin=HASH_TAG_FROM_FEED")

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

**Hello Columbus!** **The community is buzzing and growing well.** **We are thrilled to bring our third BrowserStack QA Meetup on March 12th!** We are creating a space for deeper insights, meaningful connections, and a vibe you won't want to miss. **What to expect:** * **Connect:** Network with Columbus' top engineering and QA minds. * **Learn:** Real-world tactics and trends you can use immediately. * **Enjoy:** Food, drinks, and great community spirit. **Agenda** * **[Sam Gomez](https://www.linkedin.com/in/samueljgomez/)** is presenting "AI is more than LLMs: Choosing the right AI for your needs." **RSVP Essential:** Space is limited, and we want to ensure a great experience for everyone. **RSVP now to secure your spot!** 📍 **Venue:** Leading EDJE, 6515 Longshore Loop, Suite 300, Dublin, OH 43017 📍 **Free Parking:** 6725 Longshore Street, Dublin, OH 43017 📅 **Date & Time:** March 12, 6:00 PM **Stay Connected!** Want to continue the conversation beyond the meetup? Join our **BrowserStack Discord Server** to get updates, connect with fellow QA professionals, and be part of an ongoing discussion. **Don’t miss out—click below to join!** 🔗 [\[](https://discord.gg/6SdCyWTNyW)**[Join the BrowserStack Discord Server](https://discord.gg/6SdCyWTNyW)**[\]](https://discord.gg/6SdCyWTNyW) **A Few Notes:** ✅ This is an **in-person event** ✅ **RSVP does not guarantee a seat** – A confirmation email will be sent one day before the event. **TALK ABSTRACT:** AI is all the hype these days; however, despite (or maybe because of) the excitement around it, a high percentage of AI projects fail. Projects that are over budget, delayed, or that fail to scale past the POC phase are very common. In many of these scenarios, choosing the right approach can be as critical as the solution itself. Should you build a tailored machine learning model, leverage the power of large language models (LLMs), or integrate with AI copilots? Each option has unique strengths, trade-offs, and resource requirements, and the key to success lies in aligning your choice with your business goals and technical constraints. In this talk, we will go beyond the basic concepts and definitions to provide a practical guide that allows attendees to navigate these decisions through real-world case studies. We will examine scenarios in which different AI paradigms were chosen, discuss the factors that influenced those decisions, and outline the process for evaluating needs, constraints, and outcomes. From assessing data availability and team expertise to balancing cost and scalability, you'll gain insights into the critical considerations that guide the selection process. By the end of this session, you’ll have a clear process for determining whether machine learning, LLMs, or copilots are best suited to your AI challenges and understand the resources and strategies needed to bring your chosen solution to life. This talk is ideal for decision-makers, technical leads, and innovators seeking to demystify AI implementation and maximize the impact of their investments.

**NEW LOCATION: 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). See the handy Parking Map - we recommend street parking. [Street Parking Map](https://docs.google.com/presentation/d/1u2A4fLNlxwLJn0KA_hKc8bnFlFHLvsHBDh-_8wzX_tk/edit?usp=sharing) 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 centralohpython@gmail.com

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.

**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 **Abstract** TBD **YouTube Link** TBA

NFT's are here to stay folks! This is a group for like minded people interested in understanding, leveraging, using, creating for, profiting from, trading too i suppose, NFT's.. everything around them, complexity, fear and exploits, best practices and more. **PLUS** This group will talk AI ART tools, techniques, artists, video, audio, prototypes and more in the AI assisted production space- ART specifically, but we can get into any aspect of some of the cooler things happening in AI in general.