Software Security

Let's learn Snowflake! Welcome to our [KSUG.AI Americas](https://us1.ksug.ai) meetup! **Latest promotions** discovered by our community! * **35%** OFF **[Linux Foundation](https://lf.ksug.ai/)** Sitewide Code: **EARTH26AI** * **20%** OFF **[FinOps](https://ksug.ai/finops)** Certs Code: **KSAI_20** * Missed **75%** off [LF / CNCF](https://lf.ksug.ai/)? [Get Notified](https://ksug.ai/?notify&ref=meetup) for next BIG drop! We are thrilled to have three dynamic speakers: * **Anand Vardhan Mathur,** Solution Architect from Snowflake Canada, will discuss Snowflake Interactive Tables and Interactive Warehouses. It will include a small technical demo. * **Chris Boden** from [Super.com](http://super.com%2A%2A,/) talking about customer data protection strategy and how Super implemented it, including the usage of Snowflake's dynamic masking features. * **Augusto Rosa**, Co-Organizer of the Toronto Snowflake User Group, will do a demo of Snowflake Cortex Code A light meal and refreshments will be served, and attendees will receive exclusive items from the Snowflake community. **Location:** OneEleven, 325 Front St. W, Toronto, Ontario M5V 2Y1 **4th floor**, left of the elevators **Volunteers / Sponsors / Speakers:** [KSUG.AI](https://ksug.ai/?ref=meetup) is actively seeking speakers & sponsors to support our KubeSmart & AI community. Whether it is by offering venue spaces, providing food, or financial support. Sponsors will not only speak at our meetups, receive prominent recognition, but also gain exposure to our extensive membership base of 200,000+ Cloud Native + AI enthusiasts globally. [Volunteering](https://volunteer.ksug.ai/), [Submit Topics](https://speaker.ksug.ai/), [Sponsor Us](https://sponsor.ksug.ai/)! 🚀 **Let's be [kubestrong](https://www.linkedin.com/company/kubestrong/)!** 🎉 Please take a note this event is organized by our peers. We thought it's useful to our members. Join **[#Discord](https://discord.com/invite/Rp9WzYyKua)** for latest update 👉 [https://discord.com/invite/Rp9WzYyKua](https://discord.com/invite/Rp9WzYyKua) 🔖 𝐎𝐧𝐠𝐨𝐢𝐧𝐠 𝐃𝐢𝐬𝐜𝐨𝐮𝐧𝐭𝐬: ☸ **30%** OFF [#CNCF Certs](https://cka.ksug.ai/) \- code **30K8SUG** ☸ 20% OFF **[FinOps](https://ksug.ai/finops)** Certs - Code: **KSAI_20** 𝟐𝟎𝟎,𝟎𝟎𝟎+ follow **[KSUG.AI](https://ksug.ai/discount/?ref=meetup)** 🔥 [linktr.ee/ksug.ai](https://linktr.ee/ksug.ai) ✅ Learn 𝐅𝐀𝐒𝐓𝐄𝐑 ⚡ ✅ Certify 𝐒𝐌𝐀𝐑𝐓𝐄𝐑 💰 ✅ Grow 𝐒𝐓𝐑𝐎𝐍𝐆𝐄𝐑 💪 [KSUG.AI - KubeSmart & AI User Group](https://linkedin.com/company/k8sug) *By registering, you consent to the management of your personal information in accordance with KSUG.AI Meetup's [Privacy Policy](https://k8sug.ai/privacy). Additionally, you agree that our sponsors may contact you.* **[KSUG.AI](https://ksug.ai/?ref=meetup)** is an independent community and not affiliated with or endorsed by CNCF. Kubernetes, K8s, Kubestronaut are registered trademarks of The Linux Foundation.

Important Register on the [event website](https://www.aicamp.ai/event/eventdetails/W2026041513) (Due to room capacity and building security, you must pre-register at the link for admission) **Description:** Welcome to the AI meetup in Waterloo, in collaboration with **Intel, Moorcheh and Shyftlabs**. Join us for deep dive tech talks on AI, GenAI, LLMs and Agents, hands-on experiences on code labs, workshops, and networking with speakers and fellow developers. Agentic AI is moving fast from local prototypes to live enterprise deployments, but critical infrastructure challenges remain: from running efficient local inference to solving massive memory and context bottlenecks at scale. This event brings together startup founders, builders, and enterprise leaders to explore what it truly takes to make Agentic AI production-ready. Featuring experts from Intel, Moorcheh.ai, and Shyftlabs.io, this focused session presents a complete development stack through technical deep dives, covering both local multimodal architectures and enterprise-grade memory layers. **Speakers/Topics:** \- Ezequiel Lanza\, AI Software Engineer and Evangelist\, [Intel](https://www.intel.com/) \- Siyavash Nia\, CISO\, [Shyftlabs.io](https://shyftlabs.io/) \- Majid Fekri\, Co\-founder & CTO\, [Moorcheh.ai](https://moorcheh.ai/) by Edge AI Innovations Stay tuned as we are updating speakers and schedules. If you have a keen interest in speaking to our community, we invite you to submit topics for consideration: [Submit Topics](https://forms.gle/JkMt91CZRtoJBSFUA) **Sponsors:** We are actively seeking sponsors to support AI developers community. Whether it is by offering venue spaces, providing food, or cash sponsorship. Sponsors will not only speak at the meetups, receive prominent recognition, but also gain exposure to our extensive membership base of 10,000+ AI developers in Toronto or 500K+ worldwide.

**Drop-In Pickleball at the Miles Nadal JCC** Come play one of the fastest-growing sports in North America — right in the heart of the Annex! Join us for friendly, active Pickleball at the Miles Nadal JCC, just steps from Spadina Station. It’s a great way to stay active, meet new people, and have some fun! *** **🏓 Event Details:** **Location:** 750 Spadina Ave. (enter through the Spadina doors) **Check-In:** Stop by security and check in at the front desk when you arrive. *** **🏓 Registration & Payment (Required in Advance):** **RSVP on Meetup does *not* reserve your spot.** To participate in Drop-In Play, you must register and pay in advance via our registration system. 👉 [Register online](https://app.amilia.com/store/en/miles-nadal-jcc/api/Activity/Detail?activityId=bN72APE) 📞 Or register by phone: 416-924-6211 Space is limited to **18 players** on a first-come, first-served basis. Once full, no additional participants can be accommodated. *** **🏓 Other Info:** * Paddles and balls are available for loan at the front desk with a **$20 cash deposit and valid ID** * This session is intended for **novice players and above** — participants should know basic rules and scoring * Courts are rotated regularly so everyone gets a chance to play * Welcoming, inclusive environment *** Come ready to rally, socialize, and have a great time on the court. We can’t wait to see you there!

We are excited to invite you to the next meeting of the Snowflake Toronto User Group, which will be held on **Tuesday, April 21st, 2026, from 5 p.m. to 8 p.m. Talks typically start promptly at 6 PM.** On the agenda: We are thrilled to have three dynamic speakers: * **Anand Vardhan Mathur,** Solution Architect from Snowflake Canada, will discuss Snowflake Interactive Tables and Interactive Warehouses. It will include a small technical demo. * **Chris Boden** from **Super.com**, talking about customer data protection strategy and how Super implemented it, including the usage of Snowflake's dynamic masking features. * **Pradeep Bandaru**, Sr Solutions Architect from Snowflake Canada, will do a demo of Snowflake's New Infrastructure as Code DCM tool A light meal and refreshments will be served, and attendees will receive exclusive items from the Snowflake community. Don't miss out on this opportunity to network with fellow Snowflake users and gain valuable insights. RSVP now to secure your spot and join our growing community. Please register to participate in this exciting event! Location: OneEleven, 325 Front St. W, Toronto, Ontario M5V 2Y1 **4th floor**, left of the elevators

Networking & speaker session with a full dinner included. Secure your seat now! Only 20 open spots are available for this private gathering.\*\* Join IFL Toronto on March 24th, as we bring together 35 of Canada's next generation of leaders for an intimate discussion on securing the next era of domestic and global defence. **Speaker Bio:** **James Castle** is a global authority in advanced security systems, serving as Founder and Global Chairperson of Terranova Aerospace and Defense Group and Global Chairperson of the Cyber Security Global Alliance. His work focuses on securing the convergence of artificial intelligence, quantum technologies, and autonomous and uncrewed systems across defense, critical infrastructure, and civil applications. Under Castle’s leadership, Terranova operates internationally at the intersection of AI assurance, quantum resilient security architectures, and drone and robotics systems, supporting governments, industry, and academic partners on safeguarding next-generation technologies before they are widely deployed. His teams specialize in building security by design frameworks that anticipate system misuse rather than reacting to failure. Castle also leads global initiatives on AI trust governance, quantum safe communications, and responsible autonomy, shaping workforce development and cross-border standards through the CSGA Cyber AI Research Institute and the Center for the Safety of Artificial Intelligence. His work emphasizes human-centric security, ethical deployment, and operational resilience in environments where AI decision making, quantum systems, and autonomous platforms increasingly intersect. A frequent advisor and speaker, James Castle is recognized for translating complex emerging technologies into actionable security strategies that protect societies while enabling innovation at scale. **Topics of Discussion:** *AI, quantum computing, and autonomous systems in a changing security landscape.* This intimate dinner offers a rare opportunity to engage directly with peers and thought leaders, exchange bold ideas, and gain insights to lead with greater impact in times of transformation. **Event Details:** **Date:** Tuesday, April 21st, 2026 **Time:** 6:30 PM – Doors open for Networking \| 7:00 PM – 9:00 PM \- Event **Venue:** JOEY Eaton Centre Event Space, 1 Dundas St. W, Toronto, ON **Dress Code:** Business Casual **Audience:** 30 emerging leaders aged 25–39 **Guest Policy:** This is a private event, but we welcome referrals of like-minded young leaders who embody the spirit of IFL. **How to buy your ticket?** RSVP to purchase directly on this page. *\*By purchasing a ticket, attendees agree to be photographed at the event, and photographs that may be posted on IFL Toronto social media channels*

Practice and improve your English through conversation at St. Andrew Centre (73 Simcoe St, downtown Toronto), while making new friends! \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- How to Get to the Event: By TTC, exit at St. Andrew Station. Walk west on King St. West to Simcoe St. Do not enter through the church building; the large church front doors will be closed. At the corner of Simcoe St. and King St. West, turn south and walk on Simcoe St. Enter through St. Andrew Centre, which will be behind the church building.

\*These classes are not a language exchange, but instead are meant to be a step in between so that students feel confident maintaining in depth and grammatically correct oral conversations outside of class\* \***Meetup event numbers only tend to show new students registering and do not include returning students attending class.** **Per class, there is an average of 7 students.** The first 2 classes are free and then only cost between $15 and $35 depending on which type of class you want to continue with\* These French, English (For Spanish and French speakers only), and Spanish classes are primarily meant for adults who are travellers, or who are planning to live in a French, English, or Spanish-speaking country. The classes are primarily oral-based through guided conversations. They will teach you how to handle conversations in situations such as **"Going to the Convenience Store"**, **"Making Plans"**, **"Negotiating Prices"**, and **"Going out for a Drink"**. To ensure that students get used to using the language automatically, students will learn to maintain contextual conversations with timing before moving on to the next lesson. Call (647)787-9953, e-mail us info@monkeylingo.ca, or visit monkeylingo.ca for more information! **Online and private classes are also available!** No other language classes are as conversational as these ones. We guarantee it! Cheap parking can be found using the "Spot Hero" app.

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.

**Beginner Drop-In Pickleball at the Miles Nadal JCC** New to pickleball? We’ve got the perfect session for you! Join us for **Beginner Drop-In Pickleball** at the Miles Nadal JCC — a welcoming and supportive environment for those just getting started with the game. Whether you're still learning the rules or building confidence on the court, this is a great opportunity to play, practice, and meet fellow beginners. *** 🏓 **Event Details:** **Location:** 750 Spadina Ave. (enter through the Spadina doors) **Check-In:** Please check in with security and stop by the front desk upon arrival. *** 🏓 **Registration & Payment (Required in Advance):** RSVP on Meetup does *not* guarantee your spot. To play, you must register and pay in advance through our registration system. 👉 **[Register online](https://app.amilia.com/store/en/miles-nadal-jcc/api/Activity/Detail?activityId=k1j6vjE)** 📞 Or call: 416-924-6211 **Limited to 6 players.** Once full, no additional players will be admitted. *** 🏓 **What to Expect:** * Designed for **beginner-level players** with some familiarity with the rules and scoring * Equipment available: borrow paddles and balls with a $20 cash deposit + valid ID * Friendly rotations so everyone gets a chance to play * Supportive and inclusive environment — no pressure, just fun and learning! *** Come ready to move, meet new people, and improve your game one rally at a time. We look forward to seeing you on the court!

Most hackathons are about coming up with innovative new ideas and making plausible startup prototypes. This one is different. This one is about making terrible hacks! **Take some time to make your bad ideas a reality.** This year, **InterAccess** will be hosting TerribleHack! It will be on **Sunday April 26** from 11am to 6pm. InterAccess is a gallery and studio that also graciously hosts Creative Code Toronto events. Check out their gallery while you're at the event! For more info, see https://terriblehack.website/

**Drop-In Pickleball at the Miles Nadal JCC** Come play one of the fastest-growing sports in North America — right in the heart of the Annex! Join us for friendly, active Pickleball at the Miles Nadal JCC, just steps from Spadina Station. It’s a great way to stay active, meet new people, and have some fun! \*\*\* **🏓 Event Details:** **Location:** 750 Spadina Ave. (enter through the Spadina doors) **Check-In:** Stop by security and check in at the front desk when you arrive. \*\*\* **🏓 Registration & Payment (Required in Advance):** **RSVP on Meetup does *not* reserve your spot.** To participate in Drop-In Play, you must register and pay in advance via our registration system. 👉 [Register online](https://app.amilia.com/store/en/miles-nadal-jcc/api/Activity/Detail?activityId=x9wV9dB) 📞 Or register by phone: 416-924-6211 ext. 0 Space is limited to **18 players** on a first-come, first-served basis. Once full, no additional participants can be accommodated. \*\*\* **🏓 Other Info:** * Paddles and balls are available for loan at the front desk with a **$20 cash deposit and valid ID** * This session is intended for **novice players and above** — participants should know basic rules and scoring * Courts are rotated regularly so everyone gets a chance to play * Welcoming, inclusive environment \*\*\* Come ready to rally, socialize, and have a great time on the court. We can’t wait to see you there!

Thank you Okta for sponsoring this meet-up. We're happy to say that PyLadies Toronto is back for 2026! And we're happy to announce we're able to meet in-person! Come join us at the Okta office (401 Bay St., 11th floor) for an evening of networking with your fellow Pyladies. We're also looking for anyone who is interested in giving a short talk (5 minutes) or a longer talk (up to 20 minutes). If you are keen to share something you've been working on, please fill out the speaker form and we'll update the agenda closer to the event. [https://forms.gle/WUuJEDN6G3vRstJb9](https://forms.gle/WUuJEDN6G3vRstJb9) * Our Code of Conduct applies to this event. Please see: [https://us.pycon.org/2021/about/code-of-conduct/](https://us.pycon.org/2021/about/code-of-conduct/) * Join us on Slack in the #city-toronto channel: [https://slackin.pyladies.com](https://slackin.pyladies.com/) * Follow us on Twitter: [https://twitter.com/PyLadiesToronto](https://twitter.com/PyLadiesToronto) Any questions, please reach out to us via meet-up or on slack! **Agenda:** A night of lightning talks: 1\. Collisions Data Pipeline at City of Toronto \(using Airflow\) 2\. Python \- Backbone of AI 3\. My journey transitioning into Data Analytics and Business Intelligence Looking forward to seeing you in-person!

[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/

**Note the location is at the Union Station food court. Go to the lowest level, and we will be right near Pizza Pizza and Thai Express.** **Google pin.** [https://share.google/grUYGncv3G3exetw7](https://share.google/grUYGncv3G3exetw7) **We will discuss day trading, swing trading strategies and tools.** This will not be a presentation format. **Telegram group for quicker communication:** [https://t.me/+m8BMRABGX74xNmZh](https://t.me/+m8BMRABGX74xNmZh) **Discord Group for exchanging ideas, charts and strategies** [https://discord.gg/SVYTSPh7](https://discord.gg/SVYTSPh7) We will discuss options trading and investing strategies, as well as the skills needed to start. It is a **casual meetup to meet people who are interested in trading or building a career around it, especially algorithmically. No "financial gurus" are welcome.** Join us for a meetup where we share trading ideas, and connect with others who share a common interest in investing. Algorithmic trading is commonly used by large institutional investors and market makers, but it is also accessible to retail traders. It offers several advantages over manual or discretionary approaches—particularly in minimizing psychological errors that often impact human traders. Some of the topics we usually discuss: \- Reasons for investing \- Limitations of being a retail trader \- Practical tools: brokers\, APIs\, data sources\, real\-time implementation \- Brainstorming ideas: strategies that may be working today **Note this even is not sponsored or endorsed by any business where we are meeting. We are just using their space for casual meetup event.** **Please no promotion of MLM, pyramid schemes, self promotion to paid services, affiliate promotion, paid subscriptions or similar stuff.** **Useful Links** * Notion page of [Algo Trading Resources](https://systemetic.notion.site/Algorithmic-Trading-Resources-fe400c5258e440fd8a4d63770d08bc13) **Disclaimer:** This meetup is for educational and informational purposes only and should not be construed as professional financial advice. The discussions and materials presented at this meetup are provided as general information and are not intended to be a substitute for professional financial, legal, or tax advice. All participants are encouraged to consult their financial advisor or qualified professionals regarding specific financial issues. None of the organizers, speakers, or participants at this meetup are liable for any financial loss or damage incurred as a result of trading activities or decisions based on the information shared during this event. Trading stocks and other financial instruments involves risk and may not be suitable for all individuals. **CFTC Rule 4.41:** Futures, foreign currency and options trading contains substantial risk and is not for every investor. An investor could potentially lose all or more than the initial investment. Risk capital is money that can be lost without jeopardizing one’s financial security or lifestyle. Only risk capital should be used for trading and only those with sufficient risk capital should consider trading. Past performance is not necessarily indicative of future results. **Non-Endorsement**: References to specific securities, investment strategies, or any financial instruments during the meetup are for illustrative purposes only and do not constitute a recommendation, endorsement, or investment advice by the organizers or speakers. **No Guarantees**: There is no guarantee that the investment strategies discussed will be profitable or protect against loss. All investments involve the risk of loss. **Conflict of Interest**: Presenters or organizers may hold or intend to acquire positions in securities discussed during the meetup, which may create a conflict of interest.

Join us for an engaging panel discussion on **AI Agentic Coding** and how autonomous AI systems are transforming the way software is built. Experts in AI, software engineering, and developer tools will share insights on how agentic AI—systems that can plan, reason, and execute coding tasks—is reshaping modern development workflows. The discussion will cover topics such as AI-assisted development, productivity gains, challenges around reliability and governance, and what the future of software engineering may look like with AI agents as collaborators. Whether you’re a developer, tech leader, or AI enthusiast, this session is a great opportunity to learn, ask questions, and explore how agentic AI is redefining coding

Want to be a speaker? submit your talk to our Call for Presenters!!! https://sessionize.com/cbus-hug-2026/

**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

Bring your work or your hobby, hang out, and code with us. Follow @buckeyecocoa for more information.

**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

**Latest Dojo Location!** **Knotty Pine Brewing** 1765 W 3rd Ave, Columbus, OH 43212 We're going to try a new dojo location for a few weeks and see how it works Dojos are informal Python group study sessions where everyone interested in Python gathers to learn about Python, help others with Python, or just hang out. Everyone is welcome from Python beginners to experts. Bringing a laptop is encouraged (we'll have extension cords and power strips). If there's something you want to learn leave a comment on this invite so we can plan ahead. We're looking for speakers for our Monthly Meetups! Fill out the form if you are interested in presenting to the Python Community. https://forms.gle/ehSfUAC2WgR34Crq9