Computer History

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.

***Tickets must be purchased in advance!*** 🔗: https://www.eventbrite.ca/e/toronto-hottest-dentistry-healthcare-pharma-business-networking-event-tickets-1984683520837?aff=ebdsoporgprofile Connect with Toronto’s top professionals in healthcare, Dentistry, Phrama, and Business for an evening of high-impact networking event! Stellar Socials: Elite Networking for Toronto Healthcare, Dentistry, Pharma & Business. The goal for this event is to **facilitate meaningful connections** that can help attendees grow their businesses, advance their careers, and discover new opportunities. Whether you're looking for partnerships, career insights, or simply to expand your professional circle, this event provides the perfect space to **network, collaborate, and exchange ideas**. ### **Who Should Attend:** 🦷 Dentists, Dental Hygienists & Practice Owners 🏥 Doctors, Nurses, and Allied Health Professionals 🔬 Biotech & Life Sciences Entrepreneurs 💼 Healthcare Executives & Consultants 📈 Investors, Startup Founders & Business Professionals 💊 Pharmaceutical & Healthtech Innovators **DRESS CODE: BUSINESS CASUAL** **-** Wearing hoodies, athletic wear, sportswear, swimwear, sweatsuits, tracksuits, jerseys, flip flops, or slides is strictly prohibited. Please note that entry will be denied to those not adhering to the dress code. ***We offer complimentary coat check.*** **Why Attend:** ✅ Expand your professional network ✅ Explore new partnerships and collaborations ✅ Discover emerging biotech and healthtech trends ✅ Get your brand in front of key industry players ### **Event Details:** ***Stellar Socials Experience:*** At **Stellar Socials by Limitless**, we specialize in creating exceptional networking experiences that bring together professionals, entrepreneurs, and industry leaders. Our mission is to inspire collaboration, innovation, and growth by facilitating meaningful connections through curated events that resonate with our diverse audience. This relaxed social gathering encourages organic conversations, allowing attendees to connect without pressure. Whether you're attending solo or with friends, come prepared to meet new people and explore exciting opportunities. With a focus on building valuable relationships, you'll leave with new contacts, fresh insights, and potential collaborations. ***Join Our Community:*** * **Instagram**: [@stellarsocialsbylimitless](https://www.instagram.com/stellarsocialsbylimitless/) * **Facebook**: [Stellar Socials by Limitless](https://www.facebook.com/people/Stellar-Socials-By-Limitless/61567104153339/) * **TikTok**: [@stellar.socials](https://www.tiktok.com/@stellar.socials?_t=8rruhvs9xN2&_r=1) **Notice of Photography**: *Please note that photos and videos will be taken during the event for promotional purposes. By attending, you consent to being photographed and/or filmed. If you prefer not to appear in media, kindly notify one of the event organizers.*

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?pwd=8smt8iUuVTsaabQTvCknmMugPXM1rH.1](https://oracle.zoom.us/j/91590835189?pwd=8smt8iUuVTsaabQTvCknmMugPXM1rH.1 "https://oracle.zoom.us/j/91590835189?pwd=8smt8iUuVTsaabQTvCknmMugPXM1rH.1") **Physical Event Venue**: Meeting Room Number 414, Unit 400, Humber College, 59 Hayden Street, Toronto, Ontario.

**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)**

\*\*This is a paid event, please register via our Luma Page. You need to have a ticket in order to attend this event: https://luma.com/CIX-Afterparty-mar-25-2026 CIX may be done for the day, but the best conversations usually start after. Join TechTO for the **official CIX Afterparty 2026** \- a high\-energy night to unwind and connect with Canada’s founders\, operators\, investors\, and builders\. Expect a vibrant room\, great drinks\, music\, and the kind of introductions that turn into real collaborations\. Come for the vibe. Stay for the people. *Don’t have a CIX pass yet? Use **CIXTECHTO20** for **20% off** Summit passes (valid until **Mar 25**).* https://cixsummit.com/

Join us on March 26th for an exciting **AWS User Group Toronto meetup** focused on **AI-driven development with Kiro**! The evening kicks off with a presentation and live demoes showcasing how Kiro transforms the development workflow, followed by AWS experts sharing the best practices and approaches to get most out of AI-driven development. We'll wrap up with a hands-on workshop and Q&A session — Kiro credits will be provided for participants who want to explore at their own pace. As a bonus, enjoy pizza on us and take home some exclusive Kiro-themed swag! To make the most of the workshop, please come with Kiro pre-installed on your own computer and/or AWS account ready to go. **Agenda:** 6:00-6:15: Welcome Introductions, and community update 6:15-7:00: AI-driven development with Kiro - Presentation and Demo 7:00-7:30: Lessons from field - Best practices and accelerators 7:30-8:00: Workshop set and Q&A **Details:** Address: **18 York St., 7th Floor, Toronto, ON, M5J 2T8** Date: **March 26, 2026** Time: **6:00 pm to 8:00 pm EST** **Speaker:** * **Simran Singh** \- Sr\. Solutions Architect @ AWS * **Divya Jadav** \- Solutions Architect @ AWS * **Abhijith Ramesh Chandra** \- Solutions Architect @ AWS Please plan to arrive between 05:30 PM and 06:00 PM to ensure time to check-in, before the event begins at 06:00 PM. Visitors will need to present a government-issued photo ID to verify their identity and will have their picture taken to receive a visitor badge. Please wear your badge and remember to return all visitor badges to reception at the end of the visit. Parking is available onsite. There is a parking garage located beneath the building. You can pull an access ticket at the garage entrance off 120 Bremner Boulevard or Lower Simcoe Street. If you are arriving via the Union station, the building is conveniently located next to the Union station. Please enter through the main entrance on Bremner Boulevard or via the PATH Network and proceed to the elevators.

\*\***The Toronto History Walks Yearly Pass is available. Get it now for $125.00 for 1 year of unlimited tours, email** **torontohistorywalks@gmail.com** **for more information or for signing up!\*\*** \*\* **Please note: Please e-transfer the ticket amount when booking your space for this tour! You can e-transfer to the following email at:** **torontohistorywalks@gmail.com** Together for the first time in one Mega-tour, the history of the Village of Yorkville and Rosedale. Even though each village had its own distinct history and characteristics, the two were miles apart in their development. One was industrial, and the other residential, all under the watchful gaze of Mr. Jarvis. Oh and let's not forget the brewer Mr. Bloore, notice the spelling? Named for the wild roses that littered the hills above the homestead of William Jarvis and his wife Mary, Rosedale is an iconic Toronto district with elegant houses, manicured lawns, and a fascinating history! Yorkville to the southwest is tied in with the history of Rosedale, but barely, and runs parallel to the development of both the neighbourhood and the surrounding area. With the Yorkville Brick Works, and the tidy ravine to the east it was a picturesque part of Toronto that remained pretty much rural into the late 19th century. On this walking tour we explore both districts, and how Rosedale emerged as an affluent Toronto suburb, but all was not good, as the district approached the 1930s depression. With a large proportion of rooming houses, Rosedale slipped in influence and affluence. This walking tour is for all walking levels and fitness skills. Please dress for the season and bring water. And remember to bring your love of history. This tour begins across the street from the Rosedale Subway Station in Ramsden Park. The tour returns to the start location after the walk! This tour has a ticket price of $15.00 per person! \*\* **Please note: Please e-transfer the ticket amount when booking your space for this tour! You can e-transfer to the following email at:** **torontohistorywalks@gmail.com**

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

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.

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).

( This event is SOLD-OUT ) **Join U of T Professor Morris Lum for a dialogue on the shifting architectural and cultural landscapes of *Canadian Chinatowns.*** --We've been interested in this conversation/topic for many years--and attended previous walks/talks/conversations with Professor Lum. ***You need to get your own FREE Eventbrite ticket***\*--link is below. (Limited tickets--so follow all the instructions)\* https://www.cbc.ca/arts/for-more-than-a-decade-this-artist-has-photographed-north-americas-changing-chinatowns-9.6958912 Drawing from his engagement with the David Lai fonds at U of T Libraries and his new monograph, *Chinatowns: Tong Yan Gaai*, Lum examines the transformation of these vital communities. The program includes an introduction by archivist June Chow. https://www.morrislum.ca/projects Over the past decade, **Morris Lum has embarked on an extensive exploration of the Chinatown communities across Canada and the United States. Focusing on the architecture and evolution of these enclaves,** Lum delves into how “Chinese” identity is shaped and expressed through their structures. Using a large-format camera, he has captured Chinatowns in cities such as Victoria, Vancouver, Calgary, Edmonton, Winnipeg, Toronto, Ottawa, Montreal, Chicago, San Francisco, Los Angeles, New York City, and Boston, chronicling the rapid transformations these communities face and documenting their shifting architectural and economic landscapes. His colourful photographs offer a poignant visual record, spotlighting both historical and modern cultural landmarks—small family-owned businesses, iconic Chinese restaurants and vital community organizations—that define these neighbourhoods. **EVENTBRITE link for a FREE ticket...** https://www.eventbrite.com/e/morris-lum-chinatowns-in-art-and-archives-tickets-1984631579479?aff=oddtdtcreator&keep_tld=true&mc_cid=3e11656b62&mc_eid=ed20ec3e5e

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.

**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

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)

The Humanist Monthly Program is our longest running event and still a community favorite. In the old days it used to be called "Going to HCCO" and we still like to think of it as our flagship event. We will be hearing from Becca Powell, Director of Advocacy and Outreach at Unchained At Last, an organization whose mission is dedication to ending forced and child marriage in the United States through direct services and systems change. Unchained At Last's mission clearly meshes and addresses several of our Humanist Ten Commitments. Becca will educate us about an issue many of us may not be familiar with--but should be. Food and drinks will be provided at the event. Feel free to show up a little bit early to hang out and talk. Going forward our meetings will be hybrid. You can meet us in-person or attend online Join Zoom Meeting [https://us02web.zoom.us/j/87836564953?pwd=4Mi57ElZkDIFlb1fnlNwOJ0NiOK4tP.1](https://us02web.zoom.us/j/87836564953?pwd=4Mi57ElZkDIFlb1fnlNwOJ0NiOK4tP.1) Meeting ID: 878 3656 4953 Passcode: 760812 One tap mobile +19292056099,,87836564953#,,,,\*760812# US (New York) +13017158592,,87836564953#,,,,\*760812# US (Washington DC) The formal presentation will start at noon

Central Ohio Radio Enthusiasts—CORE—is an informal community for anyone enthusiastic or curious about radio—whether you're new to radio and want to learn or you've been tinkering for years and want to share. Ham radio operators, GMRS users, Meshtastic fans, software-defined radio nerds, makers, and technical and non-technical folks are all welcome. No experience required or expected. This month we have **WiFi HaLow: Introduction and Practical Use** with **Alex Barbur**. Details are are [core.radio](https://core.radio).

**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

**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.

Builders, creators, architects, admins, consultants - come one, come all. This one's for you. We're bringing a little friendly competition to the Columbus ServiceNow community while highlighting the cool things people have built on the platform. Five presenters will take the stage to showcase something they've built, solved, designed, or imagined on the ServiceNow platform - and a panel of judges (plus YOU, our amazing audience) will score them live. So basically, America's Got Talent but make it ServiceNow's Got Talent. Bring a notepad if you'd like 'cause you'll definitely be learning something new. Each presenter gets 10 minutes max to wow the crowd with: • A demo • A real-world business solution • A bold idea • A UX transformation • Or a creative use of the platform Judging Criteria: 🏆 Business Value 🚀 Innovation ✨ User Experience This event is about celebrating ideas, sharing knowledge, and showing how ServiceNow can drive both business impact and meaningful user value. Come learn. Come support. Come get inspired. Refreshments and bites will be provided. And maybe next time… you’ll be on stage.