Technical Communicators

On **March 25**, TechinTO is taking over IDK Social Bar for an absolute homecoming edition. **This month is different.** For the first time in over two years, the founder is back in Toronto to host the room in person. We are restoring the original, unstiff energy, keeping the format loose, and dropping an absolute upgrade to the guest list. **✨ The Vibe Check** **Hosted by the Founder:** **The founder is actually flying back for one specific reason: to control the room dynamics and ensure this is the absolute strongest tech mixer of the year**. Grab a drink, mix and mingle, and actually connect. **THE SURPRISE:** The zero-pressure format remains absolute, but the stakes are elevated. **A casting producer for one of Canada's biggest business television shows is attending**. You should leave the slide deck at home and just be ready to talk about the company you are actually building. **The Crowd:** Entrepreneurs, devs, designers, and marketers who are actually moving the needle in this city. **You should absolutely bring your team—groups of three or more immediately lock in a specific 25% discount at checkout.** ### 📅 The Details **\- When:** Wednesday, March 25, 2026 **\- Time:** 6:00 PM – 9:00 PM **\- Where:** IDK Social Bar (172 Ossington Ave) ### 🎟️ Secure Your Spot Capacity is limited and the Spring kickoff moves fast. Prices rise as we get closer to the date: **\- GET TICKETS FOR $20** [https://shop.techinto.ca/products/march-25-networking-event](https://shop.techinto.ca/products/march-25-networking-event) **Follow the fun:** 📸 Instagram: [@techinto.event](https://www.instagram.com/techinto.event/) 🌐 Website: [www.techinto.ca](https://techinto.ca) \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- 🍸 **Venue Highlights: IDK Social Bar** IDK Social Bar is a vibrant, two-level venue in Toronto that blends a cozy café vibe by day with a lively bar atmosphere at night. Known for its stylish interior, creative cocktails, and upbeat energy, it's a go-to spot for social events and creative gatherings.

\*\*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/

**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.

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

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.

Mississauga Community & Social Connections invites you to join us for a refreshing 5km community hike at Riverwood Conservation Area - a beautiful opportunity to enjoy nature, meaningful conversations, and shared moments outdoors. This hike is perfect for those in our community who love nature walks, mindful movement, and connecting with like-minded people. As winter transitions into spring, the trails at Riverwood begin to come alive again with flowing water, birds, and peaceful forest paths. **Ages: 25-35** **Grace Period: 15 minutes only** 📅 **Date:** Saturday, March 28 ⏰ **Time:** 2:00 PM – 3:30 PM 📍 **Location:** Riverwood Conservation Area, Mississauga 🥾 **Distance:** Approximately 5 km **Meet up at the main parking lot before hike** **🌲 Trails We’ll Explore** **Red Trail** A peaceful forest trail surrounded by tall trees and natural woodland. It’s known for its quiet atmosphere and is perfect for slowing down and enjoying nature. **Yellow Trail** A scenic path that winds through open areas and wooded sections, offering beautiful viewpoints and a relaxing walking experience. **Culham Trail** This trail connects sections of Riverwood and follows the Credit River, offering gentle terrain and beautiful natural surroundings. **Credit River** Flowing through the heart of Riverwood, the Credit River adds a calming backdrop to the hike with its flowing water, wildlife sightings, and picturesque views. **🌿 What to Expect** • A relaxed, friendly community hike • Opportunities to meet others who share a love for nature • Beautiful river and forest views • Make more friends **This is a beginner friendly, moderate-paced community hike, suitable for most fitness levels.** **✔️ What to Bring** • Comfortable walking or hiking shoes • Water bottle & bring your lunch • Weather-appropriate clothing 🌿 We look forward to sharing this peaceful outdoor experience with you. **If you are on social media, please follow and tag us in your pictures** **Instagram:** Mississaugacommunitysocialc **Facebook Group:** Mississauga Community and Social Connections

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

**Attention attendees!** **To register, use** [Luma](https://luma.com/w9xt30te) Warning: The meetup is not a platform for RSVP registration; for this, you need to follow [thisLink ](https://www.eventbrite.com/e/ai-technology-pitch-night-toronto-tickets-1291770483289?aff=oddtdtcreator)to purchase a registration ticket. The meetup is one of the platforms through which we offer participation in our events. **Startup Valley — Toronto** A curated pitch night for startup founders, operators, angels and VC partners. We design these sessions to help founders sharpen their thinking through direct, candid feedback — and to give strong investors access to serious teams. **What happens:** • 4-8 startups pitch live and receive feedback from angels and VC partners • Feedback focuses on real decisions and next steps — not surface-level opinions • Investors stay in the room before and after pitches • The format leaves space for real conversations, not rushed networking • Attendance is limited to keep the room focused Designed for clear thinking, not noise. **Who you’ll meet:** * Startup founders * Angel investors and VC partners * Operators in marketing, sales, and tech * AI engineers * Local and international founders * AI Experts * Founders from Europe, Asia, and the United Kingdom **Practical details** **For investors:** We invite angel investors and VC partners to participate as judges and contributors. **To become a judge,** and get early access to our startups database, please fill out th[ the form](https://docs.google.com/forms/d/e/1FAIpQLSc8CVqvhQJu-AcclIF6PCuwjL4YpQt4w0FchGSoutRkt58v4g/viewform). Join the judge table, meet other investors, and see what teams are building early. Founders need your experienced view. **For pitching startups:** Startups selected to pitch will present live on stage and receive feedback from investors. **After purchasing a ticket:** Please[ submit your pitch deck](https://docs.google.com/forms/d/e/1FAIpQLSchcZr9gCNJh0RLiKBgbdbDBKEOc-92LNySkzHf8qGPHg5Wpg/viewform) and ensure it is open for viewers. **Agenda** **19:00 – 19:30** **Registration** Guests register, receive badges, and event programs. This is an opportunity for casual networking, making first connections, and preparing for the event. **19:30 – 20:30** **Event Kickoff & Interactive Networking** Official welcome from the organizers with a brief overview of the event goals and schedule. Interactive networking helps participants set their objectives and connect with key contacts. **20:40 – 21:20** **Startup Pitch Session** Startups present their projects to investors and experts. Each team has 5 minutes to pitch, covering the project's core idea, business model, and target market. **21:20 – 22:00** **Chill & Networking** Participants enjoy casual conversations with investors, discuss collaborations, and exchange ideas over refreshments.

Python Toronto is back! Join us for our March meetup at the Nokia office at **100 Queens Quay E, Floor 14** on **Thursday, March 26, 2026 at 5:30pm!** If you are interested in giving a talk, we'd love to have you! Please fill out this form – [Submit a Python Toronto talk](https://docs.google.com/forms/d/e/1FAIpQLSfpNKB0Sbs893xp72M4TxmYGrTyLm4Nh1SSXnCqChP9mx6_9A/viewform?usp=header)! Talks are typically short, typically 5 to 10 minutes, and up to 20 minutes if you've really got something to say, and on any topic that would be interesting to a room of Python people. This can be a Python library that has helped you, a research paper you've enjoyed, or an interesting application of AI. The Python meetup is a casual, community-oriented meetup hosted by companies that use Python in Toronto. Talks are short, informal, and sometimes ad-hoc. Space is limited! Register now to hold your spot. **When / Where** * When: March 26, 2026, 5:30pm to 9:00pm. * Where: Nokia Office - 100 Queens Quay E, Floor 14 Toronto, ON M5E 0C7 Come early to enjoy **snacks** and **drinks** provided. **Code of Conduct** Python Toronto is dedicated to providing a welcoming, harassment-free experience for everyone, regardless of gender, gender identity and expression, age, sexual orientation, disability, physical appearance, body size, race, ethnicity, religion (or lack thereof), or technology choices. We do not tolerate harassment of any form. Sexual language and imagery is not appropriate for this venue, including talks, workshops, parties, Twitter and other online media. Meetup participants violating these rules may be sanctioned or expelled from the meetup (without a refund where applicable) at the discretion of the meetup organizers. Please email elaine@eswong.ca to report any issues.

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.

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).

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).

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)

**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

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

Communication is everything in life! You are only as successful as your ability to communicate. \- What if you could confidently talk to anyone? \- What if you had the ability to calmly control every conversation? \- What if you could close that sale\, ask for that date\, make new friends\, repair problematic relationships\, get that raise\, or effortlessly express any idea with confidence? You can! The secret to success relies on your ability or inability to effectively communicate. Attend a free seminar and gain a better ability to communicate. 1266 Dublin Road, Columbus, OH 43215 Hosted by the Church of Scientology of Central Ohio For more information, contact Rhiannon, the Event Host at 614-221-5024

**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

**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.