Computer Security

Hi Everyone, Join us for March's Toronto IAM Community Meetup. In celebration of Women's History Month. We are partnering with Leading Cyber Ladies for this meetup and will be sponsored by Immersive Labs and Accenture. Pls ensure you register at this form: (form removed at reg deadline) Only attendees registered via the google form will be admitted into the venue. Registration deadline is March 24, 2026 at 5pm Est. AGENDA 6:00pm - Doors open 6:15pm - Welcome by Toronto LCL 6:20pm - Panel on "Cybersecurity Career Inflection Points" w/ Moderator Dani Fillion (Strategic AE , Immersive Labs), Panelists: Liz Jaluague (Solution Architect at Purpose Unlimited), Natasha Sarovic (AVP Security, Risk and Crisis Management at Sunlife) and Jada Tsang (Director, Security Products and Operations at Scotiabank). 7:20pm - Network and Social 8:30pm - Event concludes Have a great day, An Have a great day, An

**Note: RSVP's are closed here ; please register on the below link to confirm your participation:** https://luma.com/9kmnz4x9?utm_source=mup The Test Tribe 12th Toronto Meetup – AI as a Force Multiplier for QE Leaders Most AI discussions in testing revolve around generating test cases or accelerating automation. But for Quality Engineering leaders, the real opportunity is much bigger. AI is not just a tool for execution - it’s a force multiplier for decision-making. It can synthesize fragmented data, reveal hidden patterns, connect siloed systems, and elevate quality from reporting metrics to driving strategy. At the 12th Toronto Meetup, we shift the conversation from tactical AI usage to strategic quality intelligence - and what that means for modern QE leadership. **Event Details** * Date: March 25th, 2026 * Time: 06:00 PM – 09:00 PM EST * Venue: 688 Richmond St. W. (3rd floor) Session: AI as a Force Multiplier for QE Leaders Speaker: Puneet Randhawa, Director of Quality Engineering, StackAdapt About the Session While AI can generate tests and automation scripts, its greatest value for QE leaders lies in connecting the dots. In this session, Puneet shares practical, real-world ways QE leaders can use AI to: * Connect data from Jira, CI pipelines, Slack, monitoring tools, and more through MCP servers * Build custom GPTs for defect trend analysis and regression intelligence * Transform raw dashboards into actionable, forward-looking insights This talk focuses on operating at a higher strategic altitude - shifting from tracking metrics to building systems that generate clarity, alignment, and informed decision-making. If you’re leading QE in a fast-moving organization, this session will help you rethink how AI can amplify your impact. **Key Takeaways** * How QE leaders can use AI to connect siloed quality data into meaningful insights * Practical examples of MCP servers and custom GPTs in QE workflows * How to transition from reactive reporting to proactive, insight-driven leadership * Ways to elevate quality from operational support to strategic advantage **About the Speaker** Puneet Randhawa is the Director of Quality Engineering at StackAdapt, with over 15 years of experience building and scaling QE teams in high-growth tech environments. She is passionate about transforming quality from a support function into a strategic differentiator - leveraging data, automation, and now AI to enable smarter decisions and stronger outcomes. Puneet actively mentors emerging QE leaders and shares practical insights from the field, focusing on how modern quality engineering can influence business strategy and organizational impact. **Why You Should Attend** * Gain a leadership-level perspective on AI in quality engineering * Learn how to leverage AI beyond automation use cases * Discover practical methods to turn metrics into intelligence * Connect with Toronto’s QE and technology leaders * Be part of The Test Tribe’s 12th Toronto Meetup **About The Test Tribe** The Test Tribe is the world’s largest software testing community, empowering testers globally since 2018. With 700+ events and 150K+ members across 130+ countries, we bring testers together to learn, grow, and connect through meetups, conferences, cohorts, masterclasses, and more. By RSVPing, you agree to our Terms and Conditions and Privacy Policy and consent to be contacted by The Test Tribe and our event partners.

**Join us for our QA meetup of the BrowserStack Meetup group Toronto.** **Session :** Transforming Test Automation with Artificial Intelligence by Vineet Kumar **Date & Time - March 25th, 6:00 PM** **We’re also looking for speakers! If you're interested, fill out the form below. No need for a finalized topic—just share a basic idea, and we’ll work with you to refine it.** **[Speaker Volunteering form](https://forms.gle/L11ywDXRB5ixVpfh7)** **Few notes:** **🔹 This will be an In-person event** **Mark your calendars and reserve your spot now! We can't wait to see you there!** **Note- RSVP doesn't confirm your seat, We will be sending the confirmation email one day prior to the Meetup to confirm your seat.** **" Want to stay connected with the QA community beyond the meetup? Join our BrowserStack Discord Server to get updates, continue discussions, and network with fellow QA professionals. Don't miss out—be part of the conversation! "** **[Click here to join our BrowserStack Discord Server](https://www.browserstack.com/discord?utm_source=landingpage&utm_medium=website&utm_platform=&utm_content=communityengagement&utm_campaign=Meetup-pro-members&utm_campaigncode=701OW00000JSpvzYAD&utm_term=Meetup-landing-page-invite)**

Join us on March 25th for next session of TOUG Talks. Registration via meetup.com is mandatory. **Event Agenda**: 5:00 \- 5:30 PM \| Doors Open \+ Networking 5:30 \- 6:00 PM \| Presentation 1: “Sending RMAN backups to OCI from on\-prem management server using Oracle Cloud Backup Module” by Yaser Anwer 6:00 \- 6:30 PM \| Break \+ Networking 6:30 \- 7:00 PM \| Presentation 2: “Realizing the Best of Microsoft and Oracle with Oracle Database @ Azure” by Damir Bersinic 7:00 \- 7:30 PM \| Break \+ Networking 7:30 \- 8:00 PM \| Presentation 3: “Oracle EPM Planning \- Why You Need It\, When You Can Budget In ERP\.” by Frederick Mamadjanov 8:00 PM \| Networking \+ End of Event **Speaker Profiles**: **Yasir Anwer** is an OCI Certified Oracle Cloud DBA with over 14 years of experience in the database engineering field, across government, finance, retail, and education sectors. His expertise centers on Oracle technologies, including migrations to Exadata Cloud@Customer (ExaCC) and OCI, performance tuning, and high-availability solutions. He excels in mission-critical deployments, automation, and troubleshooting for production environments. Recently helped Architect Oracle DB migration solutions for the Federal Govt. of Canada which served 41 million voters. Also serving on the Southern Alberta Institute of Technology (SAIT) Oracle Database Engineering Program Advisory Committee, providing expert guidance on industry trends and curriculum development. **Damir Bersinic** has over 30 years experience with Oracle databases as a DBA, consultant, instructor and author. He has assisted customers in the airline, building materials, oil & gas and many other industries with their technology goals. He is currently an Advanced Migration Specialist for Oracle Workloads at Microsoft Corporation helping customers in Canada and the US maximize the advantage of Oracle and Microsoft cloud capabilities. **Frederick Mamadjanov** is an Oracle ACE and independent Oracle EPM Solutions Architect with over 10 years of experience in financial planning, budgeting, and consolidation. He specializes in end-to-end Oracle EPM implementations and has led large-scale Finance Transformation projects, including a 40+ module Oracle Fusion Cloud deployment. Frederick also coordinates Toronto's UPLIFT Oracle EPM User Group, co-hosts the EPM Coffee Chat Podcast, and delivers Smart View trainings to help finance teams get more from their ERP/EPM investments. **Zoom Meeting Link**: https://oracle.zoom.us/j/91590835189 **Physical Event Venue**: Meeting Room Number 414, Unit 400, Humber College, 59 Hayden Street, Toronto, Ontario.

**🏛️ WHAT'S PRACTICAL PHILOSOPHY ABOUT?** Practical Philosophy is a weekly meet-up that brings critical thinkers together for an opportunity to dive deep on a topic, practice communicating, and building a community. All with no ‘official’ philosophy knowledge required! 😎 Practical Philosophy is based on the idea that philosophy should be accessible to all, and not something reserved only for academics. Each week we choose a topic, and the goal is to use the conversation to develop our critical thinking and communication as we explore that topic. The goal is to help develop our Critical Thinking, Communication, and Community 🙌 **📓 HOW DOES IT WORK?** Each week, we pick one topic and discuss it. The topic for the week is shared, generally in the [Whatsapp group](https://tally.so/r/ZjaPO0), along with jump-off points to get the conversation going. When groups get bigger than 7-8 people, it’s important that we break into smaller groups. This way we are able to maintain a conversational flow as opposed to having our meetups feel like a discourse or lecture. **General Meeting Agenda** Each Practical Philosophy meet-up follows this general timeline: * 19:00-19:15 - People arrive and chat, get to know each other before the ‘official' start. * 19:15-19:25 - Meeting introduction, explanation of Practical Philosophy and the topic for the week, read the guidelines and the overview so attendees know what to expect in terms of timelines. * 19:25-20:45 - Break into small groups - introduce yourselves and general thoughts on the topic, open discussion afterwards. At this point the group can review the ‘jump-off’ questions as needed, but they are just there to help guide the conversation. It’s not obligatory to answer them. * 20:45-21:00 - Bring everyone back together to discuss conclusions of the topic - each group gives a short 1-minute summary. Organizer concludes the meeting and everyone takes a group photo. * 21:00 - The official meeting is over but it’s a great opportunity to get to know people in a non-structured environment, so we often stick around, chat, and get to know each other. **🧧PRICING?** Practical Philosophy Club is FREE to attend! We just ask that if we are meeting in a café, buy a beverage! Some chapters rent a space for us to meet, and they may ask for donations to help contribute to the cost of rent. Donations will always be 100% voluntary though! 💛 **WHAT PEOPLE SAY ABOUT PRACTICAL PHILOSOPHY** 🗣 “I feel like Philosophy Club helps someone build their own belief system through a series of perspectives while not promoting what’s right and wrong” - Ekam 🗣 “I got hooked from day 1 (the topic was authority) and felt it was the right place for me. I feel it is a place where people can go to learn and discuss new perspectives and increase critical thinking and community by interacting with people who might challenge your point of views but at the same time encourage you to have openness and mind flexibility.” - Daniel **🤓 FAQ** * ​What will we talk about? What's the topic? ​The topic for the week is shared every Sunday in the Whatsapp group. We try to add the topic to the comment section on this event page as well but if you don’t see it, the topic and the jump-off points will be in our [Whatsapp](https://tally.so/r/ZjaPO0). * Do I need to study or read anything to attend? No preparation is necessary. This isn’t a study of other thinkers. We want to know what YOU think about the topic, not what an old philosopher thought. If you have a perspective from a religion or a school of thought to share, throw it on the table and we’ll discuss it, but it's not required. * Is there a specific philosophy that Practical Philosophy is focused on? The goal of our meet-ups is to not have dogmatic discussions, and flex our critical thinking muscles. Because of this, we want to hear from every realm of thought, and don't study a particular school. * Is it mostly men that attend? Surprisingly, no! Although philosophy is seen as a Candelabra affair in a dark room with a bunch of guys, our Practical Philosophy meetups are generally 50/50 between genders, and we don’t meet in any dark rooms. * Can I come alone? Of course you can, we encourage it :) * Can I be late? Please don't be! We do have a 15 minute grace period where we allow people to funnel in while we hang out, but after that if you arrive too late, it disrupts the flow of the conversation. * Where do you meet? The location is posted in Meetup and our [Whatsapp](https://tally.so/r/ZjaPO0) group for this location. It is HIGHLY RECOMMENDED that you join the Whatsapp group! If you want to know what other cities have a Practical Philosophy Club, you can see our chapters on our [website](https://www.practicalphilosophy.club/practical-philosophy-locations/). 🤝**POLICY** To respect our members privacy, we ask that no one privately message a member without first getting explicit consent. (This looks like speaking in person and being asked to message privately.) Contacting or texting other participants without prior consent is not permitted and may result in removal from the group. Practical Philosophy reserves the right to enforce this policy at its discretion to maintain a safe and respectful environment. **PRACTICAL PHILOSOPHY - Making Philosophy Available To All.** ✨ Practical Philosophy hosts weekly, in-person meetups in over 25 countries and 50+ chapters, including Canada, Spain, Japan, Mexico and many more! 🗺️ \*\*\* Join our [Whatsapp group](https://tally.so/r/ZjaPO0) 👈 Follow us on [Instagram](https://www.instagram.com/practicalphilosophyclub) 👈 Our [website](https://www.practicalphilosophy.club/) 👈

**NO PHILOSOPHY EXPERTISE REQUIRED!** **🏛️ WHAT'S PRACTICAL PHILOSOPHY ABOUT?** Practical Philosophy is a weekly meet-up that brings critical thinkers together for an opportunity to dive deep on a topic, practice communicating, and building a community. All with no ‘official’ philosophy knowledge required! 😎 Practical Philosophy is based on the idea that philosophy should be accessible to all, and not something reserved only for academics. Each week we choose a topic, and the goal is to use the conversation to develop our critical thinking and communication as we explore that topic. The goal is to help develop our Critical Thinking, Communication, and Community 🙌 **📓 HOW DOES IT WORK?** Each week, we pick one topic and discuss it. The topic for the week is shared, generally in the [Whatsapp group](https://chat.whatsapp.com/KRy6VgwgGRm3hSGeYlAzDE), along with jump-off points to get the conversation going. When groups get bigger than 7-8 people, it’s important that we break into smaller groups. This way we are able to maintain a conversational flow as opposed to having our meetups feel like a discourse or lecture. **General Meeting Agenda** Each Practical Philosophy meet-up follows this general timeline: * 19:30-19:45 - People arrive and chat, get to know each other before the official start. * 19:45-19:55 - Meeting introduction, explanation of Practical Philosophy and the topic for the week, read the guidelines and the overview so attendees know what to expect in terms of timelines. * 19:55-21:15 - Break into small groups - introduce yourselves and general thoughts on the topic, open discussion afterwards. At this point the group can review the ‘jump-off’ questions as needed, but they are just there to help guide the conversation. It’s not obligatory to answer them. * 21:15-21:30 - Bring everyone back together to discuss conclusions of the topic - each group gives a short 1-minute summary. Organizer concludes the meeting and everyone takes a group photo. * 21:30 - The official meeting is over but it’s a great opportunity to get to know people in a non-structured environment, so we often stick around, chat, and get to know each other. **🧧PRICING?** Practical Philosophy Club is FREE to attend! We just ask that if we are meeting in a café, buy a beverage! Some chapters rent a space for us to meet, and they may ask for donations to help contribute to the cost of rent. Donations will always be 100% voluntary though! **💛 WHAT PEOPLE SAY ABOUT PRACTICAL PHILOSOPHY** **🗣** “I feel like Philosophy Club helps someone build their own belief system through a series of perspectives while not promoting what’s right and wrong” - Ekam 🗣 “I got hooked from day 1 (the topic was authority) and felt it was the right place for me. I feel it is a place where people can go to learn and discuss new perspectives and increase critical thinking and community by interacting with people who might challenge your point of views but at the same time encourage you to have openness and mind flexibility.” - Daniel **🤓 FAQ** * **Do I need to study or read anything to attend?** No preparation is necessary. This isn’t a study of other thinkers. We want to know what you think about the topic, not what an old philosopher thought. If you have a perspective from a religion or a school of thought to share, throw it on the table and we’ll discuss it. * **Is there a specific philosophy that Practical Philosophy is focused on?** The goal of our meet-ups is to not have dogmatic discussions, and flex our critical thinking muscles. Because of this, we want to hear from every realm of thought, and don't study a particular school. * **Is it mostly men that attend?** Surprisingly, no! Although often, philosophy is seen as a Candelabra affair in a dark room with a bunch of guys, our Practical Philosophy meetups are generally 50/50 between genders, and we don’t meet in any dark rooms. * **Can I come alone?** Of course you can, we encourage it :) * **Can I be late?** Please don't be! We do have a 15 minute grace period where we allow people to funnel in while we hang out, but after that if you arrive too late, it disrupts the flow of the conversation. * **Where do you meet?** The location is posted in Meetup and our [Whatsapp](https://chat.whatsapp.com/KRy6VgwgGRm3hSGeYlAzDE) group for this location. It is HIGHLY RECOMMENDED that you join the Whatsapp group! If you want to know what other cities have a Practical Philosophy Club, you can see our chapters on our [website](https://www.practicalphilosophy.club/practical-philosophy-locations/). 🤝**POLICY** To respect our members privacy, we ask that no one privately message a member without first getting explicit consent. (This looks like speaking in person and being asked to message privately.) Contacting or texting other participants without prior consent is not permitted and may result in removal from the group. Practical Philosophy reserves the right to enforce this policy at its discretion to maintain a safe and respectful environment. **PRACTICAL PHILOSOPHY CLUB - Philosophy, everywhere. ✨** We started in Practical Philosophy back in 2021 and there are now 50+ chapters in over 25 countries, including Canada, Spain, Japan, Mexico and many more! 🗺️ **\*\*\*** **Join our [Toronto Whatsapp](https://chat.whatsapp.com/KRy6VgwgGRm3hSGeYlAzDE) 👈** **Follow us on [Instagram](https://www.instagram.com/practicalphilosophyclub/) 👈** **Our [website](https://www.practicalphilosophy.club/) 👈**

This is a ticketed event. Please register at [this link](https://luma.com/e69uao09). ​In his talk, Samuel Simko from ETH Zurich will present his recent work on adversarial defenses for LLMs, developed with the Jinesis Lab (University of Toronto). The talk will cover a series of approaches, ranging from triplet-based contrastive learning defenses to honeypot-style defenses designed to avoid worst-case behavior. He will also discuss patterns observed in contest-winning manual jailbreaking prompts, ideas for tamper-resistant safeguards, and the current limits of attacks, defenses, and evaluation methodologies. ​**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).

**Taming the Lobster: Securing OpenClaw and Navigating the Future of Autonomous AI Agents** OpenClaw is everywhere right now. It’s arguably one of the most powerful tools for automating tasks locally, but let’s be honest: giving an AI autonomous access to your system is a massive security gamble. Between private data leaks and untrusted content, you’re basically looking at a "lethal trifecta" of risks if you aren't careful. In this talk, I’m going to skip the fluff and look at real exploits we’ve seen in the wild—from malware hiding in plugin marketplaces to remote code execution flaws that can hijack your gateway. We’ll then walk through a practical hardening checklist to lock down your setup (think container sandboxing and network isolation) so you can actually sleep at night. To wrap things up, I’ll share a few safer alternatives for those who want the power of an AI agent without the operational headache. **Speaker: Samiul Islam** **Senior AI Product Manager & Agentic Systems Specialist** Samiul is a Senior AI Product Manager based in Mississauga, recognized for architecting GenAI roadmaps and building the underlying orchestration layers that make AI agents reliable. Currently consulting for Thinkrr.ai, he leads the development AI roadmap including their AI copilot, and having voice AI build voice agents. With a foundation in Electrical Engineering from the University of British Columbia, Samiul specializes in bridging the gap between raw LLM capabilities and deterministic enterprise outputs. During his tenure at Formula.Monks, he led R&D teams to launch agentic frameworks that utilized a semantic tooling layer to ensure AI behavior remained precise and human-like. A practitioner as much as a strategist, Samiul is an active contributor to the local AI community, frequently optimizing LLMs on Apple Silicon and developing self-hosted MCP solutions. Outside of the professional sphere, he is a dedicated DIYer and health-tech enthusiast, applying his technical mindset to navigate complex personal health data. **Schedule:** 6:00 - 6:30 - Meet 'n Greet 6:30 - 6:45 - Introduction and Welcome 6:45 - 7:45 - Main Presentation 7:45 - 8:00 - Closing and Prize Draw 8:00 - ? - (Optional - whoever would like to join) Continue our conversations at Bar 6ix, 201 City Centre Drive (3 minute walk) **Where to Find Us** Conference Room 073 in the Hazel McCallion Central Library. Bottom Level. **Parking** There is a parking garage under the library. Parking is free from 6PM on.

Join us for a practical and informative session with The **New** **Art of Living**, focused on building **financial stability and confidence in the Canadian context**. This session will cover essential topics relevant to individuals and families living in Canada, including: * Managing everyday expenses and budgeting effectively * Understanding and using **TFSA (Tax-Free Savings Account)** for flexible savings * Planning for retirement with **RRSP (Registered Retirement Savings Plan)** * Simple approaches to saving and long-term financial security The goal of this event is to help you make **clear, informed financial decisions**, reduce financial stress, and build a structured plan for your future. Whether you are new to Canada or looking to improve your financial habits, this session provides **practical, easy to understand guidance** you can apply immediately. *** **📅 Date:** March 28, 2026 **⏰ Time:** 4:00 PM **📍 Location:** 3770 Nashua Dr, Mississauga, ON L4V 1M5

Observability is supposed to help us understand our systems but for many teams it has quietly become one of the most expensive and least flexible parts of the stack. Plenty of organizations take polished SaaS platforms like Datadog to get real value quickly early on, only to hit the same wall later: runaway costs, pricing tied to architectural decisions, and vendor lock-in so strong it makes Rogers and Bell both blush. In this talk, I’ll walk through a real-world case study of a JVM-based production system that migrated away from a Datadog-centric observability setup to an open-source, OpenTelemetry-based platform. We’ll dig into the why behind the move, the architectural decisions that mattered, the mistakes along the way, and how the team ended up with pragmatic visibility into latency, errors, and resource usage at a fraction of the cost. The second half of the talk is practical and forward-looking. I’ll show how OpenTelemetry unlocks real choice by acting as a neutral data plane for your telemetry. From there, we’ll look at modern, off-the-shelf observability backends you can plug in within minutes without rewriting applications or installing new agents. Want to dual-write, swap vendors, or route data somewhere new? This is how you do it without a big-bang rewrite or another long-term commitment with a new vendor. This session is for engineers and CEOs who are feeling the observability cost squeeze, want leverage back from vendors, and are looking for realistic ways to modernize monitoring without lighting their entire stack on fire each time they decide to change their tools of choice. **About the venue** Free Times Cafe has bistro-style seating and a full food and drink menu. Please consider helping to support the venue by planning to have supper during the talk. **Speaker Bio** Alexei Zenin is a Platform Engineering Consultant based out of Toronto, Canada. Over the course of his career he has worked across the Healthcare, Marketing, Video Games, and Banking industries. He loves to tackle hard problems in the distributed systems space with a focus on scaling platforms both from a technical and process perspective. He is a strong advocate for highly maintainable and well tested code while at the same time pragmatically delivering value to the end user. He has contributed to the broader tech community, namely to Confluent’s blogs on Apache Kafka, spoken at Current 2022 in Austin, Texas, and spoken at XP Game Summit 2025 in Toronto, Canada. During his 5 years at Uken Games he contributed to several games like Who Wants to Be a Millionaire and Jeopardy. One title of note he saw from inception to completion was a game for Tim Hortons built right into the official app, Tim’s Word Challenge. Millions of Canadians have played it along with their morning coffee. He also got to work with Netflix on several unannounced games during his time at the studio. Currently, Alexei is working with various clients, both large and small to modernize and streamline their platforms with the most appropriate tools and practices. Outside of his professional life, he gives back to his community by volunteering at UofT. He also enjoys paddleboarding and attending live rock concerts to reset after long coding sessions.

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.

This is a ticketed event. Please register at [this link](https://luma.com/lpikw708). ​Ryan Faulkner explores various papers that address cooperation and safety in multi-agent LLM simulations. Some of the core topics will include: * ​Moral behaviour of agents in high-stakes, zero-sum, and morally charged social dilemmas * ​Governance and sanctioning dynamics and the ways that LLM agents often fail to cooperate and free-ride in common-pool resource game * ​Mechanism design interventions like mediation, contracts, and elected leadership are explored to steer agents toward safer outcomes. ​This research also reveals that LLMs adapt their behavior based on awareness of their conversational partner's identity. ​​​**Event Schedule** 6:00 to 6:30 - Food and introductions 6:30 to 7:30 - Presentation and Q&A 7:30 to 9:00 - Open Discussions ​​​​​​If you can't make it in person, feel free to join the live stream starting at 6:30 pm, via [this link](https://www.youtube.com/@Trajectory-Labs/live).

March 26th for the OpenClaw Meetup. Fraternal Order of Eagles - 17 Elm St, Toronto, ON M5G 1H1 [https://maps.app.goo.gl/tKyQGWh6pqSu5KTi8?g_st=ic](https://maps.app.goo.gl/tKyQGWh6pqSu5KTi8?g_st=ic) from 5-8p More information to come.. speakers, guests, talks..etc

**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** Web Forms gave .NET developers a powerful abstraction for building reusable UI controls long before design systems were a thing. Web Components finally bring that same idea to the browser natively. This session explores how the Web Forms mindset translates into Custom Elements, Shadow DOM, and HTML templates. We’ll examine how Web Components enable design systems that work across frameworks, how they differ from server‑driven controls, and why they’re becoming a foundational layer for modern UI. Whether you’re maintaining legacy apps or building greenfield projects, you’ll leave with a practical understanding of how to apply familiar patterns in a modern, standards‑based way. **YouTube Link** TBA

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: Type Annotations with John Cassidy 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

**Complex Trauma Support Group** Our group is intended for survivors of complex trauma. If you are here, it’s likely that so much of who you are and what you have experienced in this life is actually invisible to most people––to family, society, coworkers, and the people who are around you. We are a peer-led group of survivors creating opportunities for ourselves and others to share our experiences, share support, and build relationships in kind community together. Survivor experiences might include: child sexual abuse, incest, child trafficking, and other experiences of people living with traumatic dissociation and complex PTSD. **What to expect at your first meeting:** Currently, we are offering a bi-monthly in person group at 2:00pm on the first and third Sunday of the month. The only criterion for joining the group is that you are a survivor of trauma wishing to have more kindness in your own life and share kindness with others, and that you agree to practice to group’s relational agreements available for view here: https://www.kindgroups.com/agreements. Joining the group is free of charge. We ask that new people connect with us for 30 minutes on the phone or on zoom before coming to their first group, so that we can determine together that we are a good fit. Our meetings last approximately 90 minutes. Participants are never required to share. You’re also welcome to choose a pseudonym and you will never be asked for private information. You are welcome to leave at any time. The kindness that survivors can share when among others who have survived similar childhood experiences is something we rarely get to experience. Time spent with others who understand even a little bit more about us is a relief. Our hope is to help ourselves and others experience that we are not alone. We wish for our efforts to be a cause of kindness in our own lives and the lives of each other. You can read more about the groups at www.kindgroups.com.

**New 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 topic suggestions and people interested in presenting at our monthly meetings. To this end we've set up a survey form at [https://docs.google.com/forms/d/15eBKF1nQQ2XS5gzD4rvhVRHMBEj7lJtHuA9wXupS3Uc](https://docs.google.com/forms/d/15eBKF1nQQ2XS5gzD4rvhVRHMBEj7lJtHuA9wXupS3Uc)

**First meetup of the Columbus AI Engineering group.** We’ll kick things off with a practical, beginner-friendly discussion on: **How LLMs like ChatGPT actually work — and how to build real applications with them.** We’ll cover: * what’s actually happening under the hood (at a high level) * why LLMs behave the way they do (hallucinations, prompt sensitivity, etc.) * how people are building real systems with them today * where things break in practice This will be a **short, informal talk (\~15–20 min)** followed by open discussion and Q&A. Whether you’re an engineer, builder, or just curious about how modern AI systems work, you’re welcome to join. No slides, no fluff — just real conversation about real systems. We’ll hang out afterward and get to know each other.

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