Industrial Internet of Things (IIOT)

\*\*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

For the past couple of years, these events have brought together professionals who share a commitment to animal protection, ethical leadership, and thoughtful engagement. This upcoming gathering marks a special edition of the series, and will feature Melanie D.G. Kaplan, journalist and author of Lab Dog: A Beagle and His Human Investigate the Surprising World of Animal Research. Melanie D.G. Kaplan will be joined in conversation by Camille Labchuk, executive director of Animal Justice. Together, they will explore the ethical questions surrounding animal research and advocacy, drawing on Melanie’s investigative reporting, her experience sharing a life with a former lab dog, and Camille’s long-standing work in animal protection. **The conversation is especially timely, as Ontario moves toward prohibiting invasive research on cats and dogs—signaling a significant shift in how the province approaches the ethics of animal research.** **Why Attend:** ✔️ **Hear from an Expert: **Melanie D.G. Kaplan brings journalistic rigor and compassion to her work on Lab Dog, a book that sheds light on how animals are used in research and what ethical alternatives might look like. ✔️ **Deepen Your Perspective: **Gain a nuanced understanding of the ethical, scientific, and human questions at the heart of contemporary animal research debates. ✔️ **Explore What’s Changing Now:** Ontario is moving to ban invasive research on cats and dogs—this event provides a timely opportunity to understand the implications for animal research ethics and advocacy. ✔️ **Connect with Purpose: **Join others who are passionate about making a meaningful impact in their fields and communities. [RSVP HERE ](https://docs.google.com/forms/d/e/1FAIpQLScX1DDdQ5NaZmMSlon944OkvzEGSWfaDXcycnJ3yQLCINwxFA/viewform?utm_source=google_form&utm_medium=email&utm_campaign=ethics_in_action&utm_content=email1_button2)

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.

🥞🎉 **13th ANNUAL PANCAKE TUESDAY DINNER!** 🎉🥞 **A Social + Friends-Making Night (and a Very Good Excuse to Eat Pancakes)** Why stay home when you can come out for **PANCAKES on Pancake Tuesday (Shrove Tuesday)**? 🥞✨ This delicious tradition happens the night before Lent — a time when, historically, people used up all the *butter, sugar, and sweet things* before giving something up for 40 days. (You do **not** have to be Catholic — it’s just a fun tradition I grew up with… and honestly, pancakes are reason enough.) It’s a weeknight, it’s cozy, it’s social, and it’s the perfect excuse to gather, laugh, and make new friends over a plate of fluffy goodness. 🧈🍯 👉 **Please note:** You don’t *have* to order pancakes… …but it’s **highly encouraged** 😉🥞 👉 **Don’t forget to join our WhatsApp group** – [CLICK HERE!](https://chat.whatsapp.com/H59mSCbsAi018gYANrKAnc?mode=ac_t) \*\*\* 🍽️ The Restaurant: **Kos Restaurant – Kensington Market** Kos is one of the **oldest and most beloved restaurants in Kensington Market** and one of Toronto’s top brunch spots. Weekend wait times can reach **an hour or more**, which tells you everything you need to know. They’re famous for: 🥞 Golden, fluffy pancakes 🍳 All-day breakfast 🌟 Fresh, made-to-order comfort food **Menu:** [Click Here!](https://www.kosrestaurant.ca/menu) ⚠️ **PLEASE NOTE:** This is a small diner, and we may be seated at **multiple tables** — but we’ll still be eating pancakes together in spirit. 🥞💛 \*\*\* 🧢 How to Find Me I’ll be outside the restaurant wearing my **Moose Hat** 🫎🎩 ❗ **PLEASE DO NOT GO INSIDE WITHOUT ME** — I’ll only wait **5 minutes** outside. 🚫 **Please don’t call the restaurant** — they won’t have any information about the event. 💬 Message **Mathew** directly with any questions. \*\*\* 💰 Costs 🍽️ **Cost of your meal:** $ (pay directly to the restaurant) 🎟️ **Meetup Fee:** $5 cash in person **or** e-transfer to 📧 \*\*[mathewmaclean@hotmail.com**](http://mathewmaclean@hotmail.com%2A%2A/) This fee helps support the group and allows us to keep hosting events like this. Thank you for supporting community! 💖 \*\*\* ⏰ A Gentle Reminder This is a **Tuesday night**. If you’re not sure you’ll be able to leave work on time, please wait to sign up until you know you can make it. Members who no-show or change their RSVP on the day may be held accountable per group rules — we want to be fair to everyone and to the restaurant. \*\*\* \#\#\# 🌈 Who Is This For? This group is open to **everyone** who wants to be social, make friends, and enjoy great experiences — whether you’re single or not. We host: 🎬 Movies 🚶 Walks & hikes 🎭 Arts & culture 🍽️ Restaurant outings …and lots of cozy, community-focused events like this one. \*\*\* ⚠️ **NOTE:** Sometimes things happen and events may need to be cancelled — please keep an eye out for updates. 👤 **Organizer:** Mathew Questions? Post on the event wall or email 📧 \*\*[torontomoviesandoutings@hotmail.com**](http://torontomoviesandoutings@hotmail.com%2A%2A/) 🥞✨ Come for the pancakes. Stay for the laughs. Leave with new friends. Honestly… what better way to spend a Tuesday night? 🥰

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

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?

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.

Living On Video + DJ Lazarus presents Tickets ONLY $10: https://SpellboundFeb2026.eventbrite.ca Sat Feb 21 - SPELLBOUND Video Dance Party. GOTH / DARKWAVE / POST-PUNK / INDUSTRIAL w/ BOY HARSHER Spotlight SPELLBOUND is Canada's ONLY dark music video dance party. \-\-\-\-\-\-\-\-\-\- Goth A.F. Contest $100 prize + custom trophy to the most gothed up patron. \-\-\-\-\-\-\-\-\-\- Saturday February 21, 2026 SPELLBOUND: Goth Video Dance Party w/ BOY HARSHER Spotlight Ground Control - 1279 Queen St West - Toronto Lounge 9pm - Mainroom: 10pm - 19+ Event $10 advanced: https://SpellboundFeb2026.eventbrite.ca $15 at the door INVITE: www.facebook.com/events/2353845065129385/ (Please INVITE your friends) SPELLBOUND is a goth multimedia dance experience with classic and fresh dark music videos. SOCIAL: www.facebook.com/groundcontroltoronto www.facebook.com/livingonvideoclub www.facebook.com/djlazarusrocks www.twitch.tv/livingonvideoclub www.mixcloud.com/livingonvideo www.instagram.com/djlazarusrocks www.twitter.com/djlazarusrocks

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!

Hello everyone, I'd like to invite you out to a fun-filled afternoon with this fantastic party social game called **MUSIC BINGO** Everyone can play (It's easy to learn and most of all it's a lot of fun) \*Joined by my other groups too so we can anticipate a fabulous day :) **Where to Meet us?** **Date: Sunday February 22nd** **Arrive between 2:00 pm - 2:30 pm** **Location:** La Carnita - Good Fortune Bar (Main Floor) **Address:** 130 Eglinton Ave. Toronto, ON M4P 2X9 Event Details Below: Sincerely, Steve Flemming (Music Bingo Host) \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- **Details of Event:** **\*MUSIC BINGO\*** **(An Afternoon of Fun, Treats and Great Music!)** -Lots of laughs and thrills in store as we enjoy a terrific afternoon making new friends, singing along (optional) and playing **MUSIC BINGO;** hosted in a super fun designed format :) \*Treats handed out to the winning participants during each round we play \*Invite your friends or come on your own! **Event Fee:** 10 dollars at the door (cash only please) Includes: **Music Bingo,** treats, reserved room/seating, lots of laughs and plenty of fun people to play the game with) \*or e-transfer in advance to **steveflemming11@gmail.com** \-\-\-\-\-\- **Friendly Reminders:** -Please arrive between 2:00 pm and 2:30 pm \*Music Bingo will start shortly after that (Invite your friends out too if you like) **Parking Available:** \*Plenty of free street parking on Eglinton and (Residential area south/east of venue for free) **Close to Subway Station:** \*Also right beside the Yonge/Eglinton subway station

Let's meetup for some casual food and drink. Talk some Tech and Business and meet new contacts. Feel free to share the latest projects you are working on. Or just make some new friends to kick back within this great city.

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.

Hello ClickHouse Enthusiasts! We are excited to be returning to Toronto! You'll have an opportunity to connect with your peers, share industry insights, and learn more about ClickHouse and how folks are using us to solve their big data challenges. **Meetup Details:** * Date: Thursday February 19th, 2025 * Time: 5:30-8pm EST * Location: Spaces Queen West, 180 John Street, Toronto, Ontario, M5T 1X5, Canada The evening will be filled with user presentations, interactive discussions, and the opportunity to network with ClickHouse experts and users. **Agenda:** * 5:30 PM: Arrivals, Check-In and Networking (food and refreshments served) * 6:00 PM Welcome and Introductions * 6:10: Nicolas Joseph - Co Founder, CTO @ FiveOneFour * 6:30: Archie Sarre Wood @ evidence.dev * 6:50: Speaker 3 * 7:00-8:30 PM: Q&A and Networking Space is limited, so register today to confirm your spot! If you’re interested in speaking at a future meetup, please contact zoe.steinkamp@clickhouse.com

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)

Come check us out! You will have a wonderful time! The music and friendships are life-changing!

**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** *Spec-Driven Development with GitHub Spec-Kit: From Intent to Implementation* Spec-driven development flips the traditional workflow on its head: instead of code being the source of truth, the specification becomes the backbone of design, collaboration, and delivery. In this session, we’ll explore how GitHub Spec-Kit enables teams to treat specifications as first-class artifacts—living documents that drive architecture, implementation, and verification. You’ll learn how Spec-Kit helps teams clearly express intent using structured, version-controlled specs that live alongside code. We’ll walk through a practical workflow that starts with defining system behavior and constraints, then progressively refines those specs into testable, automatable outcomes. Along the way, we’ll show how specs can reduce ambiguity, improve cross-functional collaboration, and make design decisions explicit before a single line of production code is written. This talk will cover: --What spec-driven development is (and what it isn’t) --How GitHub Spec-Kit fits into modern developer workflows --Using specs to align product, engineering, and AI-assisted development --Real-world examples of turning specs into implementations with confidence Whether you’re building greenfield systems, integrating AI into your stack, or trying to reduce costly rework, spec-driven development offers a scalable way to move faster without sacrificing clarity. Attendees will leave with concrete patterns and a clear mental model for adopting GitHub Spec-Kit in their own projects. **YouTube Link** TBA

Bring your Raspberry Pi, Arduino, microcontroller, or any other electronic project and join fellow electronics makers for a night of creativity and collaboration! This session is open forum to share your current projects—whether complete or in progress, it’s all interesting! Whether you’re deep into embedded systems, exploring new ideas, or just getting started, you’ll find a welcoming space to collaborate, share, and get inspired. **New to electronics or curious about tinkering?** You’re absolutely welcome. If you’re a beginner and want to experiment, I’ll have a couple of starter kits available so you can try things out—whether that’s blinking your first LED, putting something on a display, or experimenting with simple sensors. No pressure and no experience required—just an interest in learning and building. While we continue to pursue a more permanent venue for this Meetup, we’ll be using public library facilities based on availability. This session will be at the Worthington Park Library in the Olentangy Meeting Room.

Bring your Raspberry Pi, Arduino, microcontroller, or any other electronic project and join fellow electronics makers for a night of creativity and collaboration! This session is open forum to share your current projects—whether complete or in progress, it’s all interesting! Whether you’re deep into embedded systems, exploring new ideas, or just getting started, you’ll find a welcoming space to collaborate, share, and get inspired. (NOTICE - Location change!) This session will be at the Karl Road Branch of the Columbus Library in the Conference Room 2.

**How to take control of your subconscious and harness its power!** Join us for an eye-opening lecture where the speaker will break down complex ideas in a clear and practical way. You’ll gain insights into: ✅ The true definition of the subconscious ✅ How it generates unwanted emotions ✅ Its real purpose and function ✅ What determines the pressure it exerts on you And the most important topic: **How do you take control of your subconscious!** But this isn’t just another lecture where you sit and listen passively. It’s interactive and engaging—you can ask questions at any time. 📅 Reserve your spot now! Seats are limited, so don’t wait too long to sign up. Location: 1266 Dublin Rd, Columbus, OH 43215 Hosted by the Hubbard Dianetics Foundation

Join other experienced and aspiring agile coaches and professionals to: * develop and practice your coaching skills in a peer-to-peer environment * share current successes and challenges in your work environment and get support from each other * learn from each other, build better relationships and experiment with new ideas