Mechanical Engineering

This is a ticketed event. Please register at [this link](https://luma.com/hpn010ze). ​In this talk, [Kristy Loke](https://www.linkedin.com/in/kristy-loke/) (MATS research fellow) will discuss: 1\. How did China come to lead in open\-weight LLMs? 2\. How are various jurisdictions’ \(such as the EU and the US’s\) interest in open\-weight models changing? 3\. What technical and global governance actions ought to be taken if we want to make sure the open\-weight AI space continues to thrive? ​**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).

Lose 10lbs in 5 WEEKS and Win Prizes ! Topics will include Metabolism, Carbohydrate addiction, digestive health, label reading, dining out, heart health and many more. $ 50 to Join the Challenge includes: - Weekly Weigh In, Accountability and Motivation - 40 Min nutrition class - Voucher for 'Healthy Meal' - Personalized Meal Plan - Lose 1 - 3lbs a week. To register for your spot: www.ShapingUpCanada.com

This workshop brings together Australia and Canada-based philosophers to examine how families, schools, and societies negotiate the responsibilities and expectations of raising children. Presentations will explore the evolving landscape of parental rights and identities, the impact of low expectations on children’s development, and the processes through which values are transmitted across generations. Speakers will also analyse how educational systems reproduce or challenge social class hierarchies, and debate who should bear the financial and social costs of childrearing. Together, these discussions aim to illuminate the tensions and possibilities at the heart of contemporary childhood and family policy. Speakers: Lauren Bialystok (Toronto), Ryan Cox (Sydney), Luara Ferracioli (Sydney), Amy Mullin (Toronto), Andrew Fanklin-Hall (Toronto), Sarah Hannan (Manitoba) SCHEDULE (subject to change) * 9:00 — Introductory remarks * 9:10-10:20 — 1st Presentation: Ryan Cox (Sydney) * Morning Tea/Break * 10:40-11:50 — 2nd Presentation: Luara Ferracioli (Toronto) * 11:55-13:05 — 3rd Presentation: Amy Mullin (Toronto) * Lunch Break * 14:05-15:15 — 4th Presentation: Andrew Franklin-Hall (Toronto) * Afternoon tea/Break * 15:35-16:45 — 5th Presentation: Sarah Hannan (Manitoba) * 16:50-18:00 — 6th Presentation: Lauren Bialystok (Sydney) Coffee/Tea will be provided. Lunch will not be provided. We hope to see you there! **\* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \*** This is a workshop presented by the University of Toronto's Centre for Ethics that is free to attend and open to the public. Please also fill out [this form](https://docs.google.com/forms/d/e/1FAIpQLSe2nBMEp7FvcNml0cNnmPvadsDieec8kPrVan5AHwVJutmu1w/viewform) if you're attending in person. The talk will also be streamed online with live chat [here](https://www.youtube.com/live/nYKCIfEoe64?si=SLkZwa0z_fUilw73). About the Centre for Ethics (http://ethics.utoronto.ca): The Centre for Ethics is an interdisciplinary centre aimed at advancing research and teaching in the field of ethics, broadly defined. The Centre seeks to bring together the theoretical and practical knowledge of diverse scholars, students, public servants and social leaders in order to increase understanding of the ethical dimensions of individual, social, and political life. In pursuit of its interdisciplinary mission, the Centre fosters lines of inquiry such as (1) foundations of ethics, which encompasses the history of ethics and core concepts in the philosophical study of ethics; (2) ethics in action, which relates theory to practice in key domains of social life, including bioethics, business ethics, and ethics in the public sphere; and (3) ethics in translation, which draws upon the rich multiculturalism of the City of Toronto and addresses the ethics of multicultural societies, ethical discourse across religious and cultural boundaries, and the ethics of international society. The Ethics of A.I. Lab at the Centre For Ethics recently appeared on a list of 10 organizations leading the way in ethical A.I.: https://ocean.sagepub.com/blog/10-organizations-leading-the-way-in-ethical-ai

Join us every Tuesday night at a coffee shop to practice conversation, while enjoying a cup of coffee or tea together. Our topics change each week, but the English practice does not! We are always open for Q & A (question and answer) about Canadian culture, life in the greater Toronto area, or anything else you can think of!

Please Note: This event is advertised on multiple platforms. Please RSVP and get a ticket on Mindstone (https://community.mindstone.com/events/mindstone-toronto-march-ai-meetup-2026) to view the agenda and guarantee a spot. Welcome to the most electrifying and ground-breaking AI Meetup in Toronto! Join us once a month as we delve into the world of artificial intelligence, explore its cutting-edge practical applications, and marvel at the astonishing projects that are shaping our future. Why should you attend? • Get up close and personal with the AI projects that are redefining the boundaries of technology and human potential. • Learn from the brightest minds in the field and gain valuable insights into the ever-evolving AI landscape. • Unleash your curiosity, fuel your creativity, and expand your network as you connect with fellow AI aficionados and pioneers. What you can expect? Mindstone events consist of three talks covering different aspects: • What I Learned Building With LLMs: A technical demo breaking down the process for building a product using AI with real-life learnings and insights. • How To Be More Productive Using AI: A practical demo and step-by-step guide on how to use AI to speed up and improve tasks. • What Does The Future Look Like With AI?: A theoretical talk on the impact of AI on work, life and society. After the talks we'll have pizza, drinks, and networking. Don't miss out on this extraordinary opportunity to witness the AI revolution in action. It's time to embark on a thrilling journey into the future and discover the endless possibilities that lie within the realm of artificial intelligence. Reserve your spot today for the ultimate AI experience! 💡✨ (https://community.mindstone.com/events/mindstone-toronto-march-ai-meetup-2026) Please Note: This event is advertised on multiple platforms. Please RSVP and get a ticket on Mindstone (https://community.mindstone.com/events/mindstone-toronto-march-ai-meetup-2026) to view the agenda and guarantee a spot.

https://secure.meetupstatic.com/photos/event/5/8/b/f/600_466702719.jpeg Be part of a supportive community of regular people looking to improve their wellness, shed a few pounds and have some fun! Come to our introductory class and learn about our effective and informative 5 week program! Lose up to 10 lbs** in 5 weeks and have the opportunity to win prizes for losing weight! Best of all; learn how to keep the weight off! • Weekly Nutrition Class • Weekly Weigh-in • Personal Wellness Coach to help you! • Support and Motivation • Learn how to keep the weight off! ** As part of a healthy lifestyle you can generally expect to lose around half a pound to 1 pound per week!

We are a group of men that meet weekly. Regular attendees do not always RSVP but we usually have 12 men present. Expect a frank and confidential space where you can speak personally, engage in interesting conversations or get support for your personal goals. **We start our meeting at 7:15 sharp. You can rsvp via meetup or email Saul (sauljoy@gmail.com) for this week’s address.** Guests are welcome but it's pretty casual so make sure you are expected in case we move outdoors to the park. Our group is part of Mentor Discover Inspire (MDI) The MDI Mission: To cause greatness by mentoring men to live with excellence and, as mature masculine leaders, create successful families, careers and communities. From MDI website: https://goo.gl/3DQ6aY From Toronto Star: [https://goo.gl/oDH3uX](https://goo.gl/oDH3uX)

Hi everyone! We host a Language Exchange (Japanese × English) every Saturday from 2–4pm. The participation fee is $5, which helps cover event expenses. Come improve your English, meet new people, and enjoy great conversations! We look forward to seeing you! Practice Japanese with native speakers! Friendly & relaxed atmosphere. All levels welcome! ○Time: Every Saturday 2:00–4:00 PM ○Location: The food court in front of the Hockey Hall of Fame(30 Yonge St, Toronto, ON M5E 1X8) It’s a 3-minute walk from King Station ○Fee : $5 per person(Cash only) ○Ages: 19- years old and over ○About: 30 min English → 30 min Japanese X2 switch seats ○How to join: Please RSVP on Meetup ○Instagram : @LANGUAGE_EXCHANGE510 Feel free to ask if you have any questions! The participation fee will be used to cover the event’s operating costs. ※This event is not for dating or pick-up purposes.

你一个人，但需要做 5 个人的事。 *You're one person. But you're doing the work of five.* 需求文档？你写。代码架构？你定。测试？你跑。部署？还是你。 *Product spec? You write it. System architecture? You design it. Testing? You run it. Deployment? Still you.* 这不是抱怨，这是 Solo Founder、独立工程师、技术 Lead 的日常现实。 *This isn't a complaint — it's the daily reality of solo founders, independent engineers, and technical leads.* *** 哈佛商学院今年刚发布了一项研究：他们跟踪了 200 名工程师长达 9 个月，结论出人意料—— *Harvard Business Review recently published a striking finding: they tracked 200 engineers over 9 months, and the conclusion was counterintuitive —* **用了 AI 的人，工作量反而增加了。** ***People who used AI ended up with more work, not less.*** 速度更快，被分配更多任务。工具更多，注意力更碎片化。AI 放大了原有的工作节奏，而不是改变它。 *Work faster, get assigned more. More tools, more context-switching. AI amplified the existing pace of work — it didn't change it.* 这项研究说中了很多人的感受：AI 没有给我们自由，它只是让我们更忙。但这也说明——问题不在 AI，在于我们怎么用它。 *This research captured what many of us already feel: AI hasn't freed us — it just made us busier. But that also means the problem isn't AI. It's how we use it.* *** 本次分享，讲者将从自己的真实项目经验出发，拆解他如何用 **Agentic Engineering** 方法论，真正实现了一个人跑出整个工程团队产能的工作方式。 *In this talk, the speaker will draw on his own real projects to break down how he uses the **Agentic Engineering** methodology to genuinely achieve the output of a full engineering team — as one person.* 不是让 AI 帮你聊天，而是让 AI 成为你的产品经理、工程团队、工程文化和 DevOps—— *Not using AI to chat — but making AI your product manager, your engineering team, your engineering culture, and your DevOps.* 分享将以 **10 DOs & Don'ts** 为主线，每一条都有对应的真实场景。10 个 DO/DON'T，是他从中整理出来的实战清单。 *He's been there. The 10 DOs & Don'ts are the practical checklist he built from those mistakes.* *** **你将带走什么 · What You'll Take Away** 不是理论框架，是一套当晚就能用的判断标准： *Not a theoretical framework — a set of judgment principles you can apply the same night:* * 什么时候用 Claude，什么时候切 Codex，什么时候用 Raycast *When to use Claude, when to switch to Codex, when to reach for Raycast* * 为什么"提问前先优化提示词"能把输出质量翻倍 *Why optimizing your prompt before asking can double output quality* * Plan Mode 和直接对话的区别，以及在什么情况下必须用 Plan Mode *The difference between Plan Mode and direct chat — and when you must use Plan Mode* * 如何把反复有效的提示词固化为跨项目的 Skill 资产 *How to crystallize effective prompts into reusable Skills that compound across projects* * 如何搭建一套多机可同步、一行命令恢复的 1 Man Company 工程环境 *How to build a 1 Man Company engineering environment: portable, multi-machine, one-command recovery* *** **适合谁来 · Who Should Attend** 正在用 AI 写代码、但感觉还没找到节奏的工程师。独立开发者或 Solo Founder，想把个人产能天花板再往上推一层。对 Agentic AI 感兴趣，但还没有实战经验可以参照的技术人。 *Engineers who are using AI to code but haven't found their rhythm yet. Independent developers or solo founders who want to push their personal productivity ceiling higher. Technical practitioners curious about Agentic AI but without real-world reference points yet.* 不需要提前了解 Claude 或 Codex，只需要有过"AI 没帮上忙"的困惑，就值得来听一听。 *No prior knowledge of Claude or Codex required. If you've ever felt that "AI just isn't helping me the way it should" — this talk is for you.* *** Speaker： Bryan Zheng， Founder of Startup4Chinese, developed several in-house products for a crypto data analysis firm. *** **Fee: $25 per person**, with fresh tea and exquisite snacks served. ***Special thanks to Jiamu Tea House.*** https://www.instagram.com/jiamuteahouse.ca/ Started in August 2017, our mission is to **inspire**, **empower**, and **connect** entrepreneurs not only among Chinese but beyond. We want to: • inspire your passionate entrepreneurship spirit • empower your brilliant startup idea, and • connect you with your future reliable partner We value *openness*. We provide *pragmatic* topics. We want to help you *succeed*! Startup4Chinese，成立于加拿大多伦多，致力于联结华人创业者与各个族群中的聪明才智，弘扬华人创业者的创业激情，赋予华人创业者更大力量。Startup4Chinese 主张开放心态，锐意开拓进取，注重脚踏实地，让我们一起享受创新、创业的过程。 Please check out our [website](http://startup4chinese.com/) for more info, and [Youtube](https://www.youtube.com/channel/UC5anEPSp8wwEMJFZjwsThHA) for past meetups.

Hello Everybody! 【College Park food court is closed again, so we change the location to the food court in Brookfield Place（181 Bay St., Toronto, ON）, near the Union Station.】 I am helping organize a mandarin-english language exchange downtown. If you want to improve your Mandarin/English, feel free to come by downtown and meet others to practise your language. There will be native Mandarin and English speakers to help you! Or you can share your language skills with others! Every Saturday 3:00pm-5:00pm Brookfield Place Food Court（181 Bay St., Toronto, ON） [ Please find a table with "meetup" label (like the Featured photo).] [ Usually in front of the Longo's supermarket] —————————————— 大家好： 【College Park的food court又给封了，所以我们把活动地点换到了 Brookfield Place的food court （181 Bay St., Toronto, ON），靠近Union Station。】 我正在组织一场中英文交流活动。如果你想提高你的普通话或者英语，那就快来参加吧！你可以在这里认识很多母语为普通话或者英语的新朋友！他们都非常乐于帮你提高你的中英文表达能力！也欢迎你同我们一起分享你的语言技巧! 谢谢! 每周六 3:00pm-5:00pm Brookfield Place Food Court（181 Bay St., Toronto, ON） 【请找到一张桌子，桌上有张纸，写着“Meetup”。】 【位置通常会在longo's超市前面】 ———————————————— 大家好： 【College Park的food court又給封了，所以我們把活動地點換到了Brookfield Place的food court （181 Bay St., Toronto, ON），靠近Union Station。】 我正在組織一場中英文交流活動。如果你想提高你的國語或者英語，那就快來參加吧！你可以在這裡認識很多母語為國語或者英語的新朋友！他們都非常樂於幫你提高你的中英文表達能力！也歡迎你同我們一起分享你的語言技巧！ 謝謝! 每週六 3:00pm-5:00pm Brookfield Place Food Court（181 Bay St., Toronto, ON） 【請找到一張桌子，桌上有張紙，寫著“Meetup”】 【位置通常會在longo's超市前面】

【College Park food court is closed again, so we change the location to the food court in Aura Concourse（384 Yonge St., Toronto, ON）, near the College Station.】 I am helping organize a mandarin-english language exchange downtown. If you want to improve your Mandarin/English, feel free to come by downtown and meet others to practise your language. There will be native Mandarin and English speakers to help you! Or you can share your language skills with others! Every Sunday 3:00pm-5:00pm Aura Concourse（384 Yonge St., Toronto, ON) [ Please find a table with "meetup" label (like the Featured photo).] [ Usually in front of the pharmacy ] —————————————— 大家好： 【College Park的food court又给封了，所以我们把活动地点换到了 Aura Concourse的food court（384 Yonge St., Toronto, ON），靠近College Station。】 我正在组织一场中英文交流活动。如果你想提高你的普通话或者英语，那就快来参加吧！你可以在这里认识很多母语为普通话或者英语的新朋友！他们都非常乐于帮你提高你的中英文表达能力！也欢迎你同我们一起分享你的语言技巧! 谢谢! 每周日 3:00pm-5:00pm Aura Concourse food court（384 Yonge St., Toronto, ON） 【请找到一张桌子，桌上有张纸，写着“Meetup”。】 【位置通常在药房前面】 ———————————————— 大家好： 【College Park的food court又給封了，所以我們把活動地點換到了Aura Concourse的food court（384 Yonge St., Toronto, ON），靠近College 】 我正在組織一場中英文交流活動。如果你想提高你的國語或者英語，那就快來參加吧！你可以在這裡認識很多母語為國語或者英語的新朋友！他們都非常樂於幫你提高你的中英文表達能力！也歡迎你同我們一起分享你的語言技巧！ 謝謝! 每週日 3:00pm-5:00pm Aura Concourse food court（384 Yonge St., Toronto, ON） 【請找到一張桌子，桌上有張紙，寫著“Meetup”】 【位置通常會在藥房前面】

🚨👉 To RSVP for this event, head to our [Luma event page](https://luma.com/wzaj4vzy). RSVPs are intentionally closed on Meetup.👈🚨 https://luma.com/wzaj4vzy ​**$90 · TAX INCLUDED — LUMA RSVP + PAYMENT REQUIRED TO CONFIRM YOUR SPOT** To reserve your spot, please **e-transfer $90 to** 📧 **techtankto@gmail.com** ​Registration is **confirmed only once payment is received**. Please include your **full name + “Code Diversity Clay & Connection”** in the transfer note. ​Spots are limited and will be filled on a **first-paid, first-confirmed** basis. is. *** ​This winter, we’re doing something a little different. ​For International Women’s Day, join **CodeDiversity ×** [TigerBaby](https://www.instagram.com/tigerbabycc) for a cozy, hands-on **pottery + coffee social** designed for **women and non-binary folks in tech** who want to connect, slow down, and have some fun. ​Instead of our usual discussion-based meetup, this event is intentionally low-pressure and creative — a chance to step away from screens, work with your hands, and spend time in good company. ​We’ll spend the afternoon: * ​sharing coffee and conversation * ​getting our hands dirty with clay *(no experience needed)* * ​escaping winter isolation in a warm, welcoming space * ​making new connections — **without networking pressure** *** ​🧱 What’s Included ​Your **$90 (tax included)** covers: * ​A guided pottery workshop led by [TigerBaby](https://www.instagram.com/tigerbabycc) * ​All materials * ​Firing of your finished piece *** ​🕰 Schedule ​**11:00 – 11:30** Welcome + mingle — grab something to eat or drink ​**11:30 – 1:30** Pottery workshop ​**1:30 – 2:00** Clean-up + wrap-up ​📍 **Creeds Coffee Shop** *** ​[TigerBaby Coffee & Clay](https://www.instagram.com/tigerbabycc) is a Toronto-based creative brand rooted in slowing down, working with your hands, and finding joy in everyday rituals. Founded by siblings Sarah—a ceramics artist—and Thomas—a self-proclaimed specialty coffee nerd—TigerBaby brings together craft, care, and community. ​In this hands-on pottery class, you’ll create your own ceramic mug from start to finish using hand-building techniques. This workshop is beginner-friendly and designed to feel calm, welcoming, and unhurried. You’ll be guided through shaping, attaching a handle, and refining your form, with plenty of time to explore the process and make the mug your own. Quick reminders: * ​This event is intended for **women & non-binary folks** * ​No prior pottery experience required * ​Attendance is confirmed **only after e-transfer is received** * ​Please make sure your **RSVP name matches your e-transfer name** ​If you’re craving connection, creativity, and a softer way to mark International Women’s Day, we’d love to have you join us! **Important Notes for RSVPs** We’re introducing a few questions when you RSVP to help us manage space and ensure an inclusive environment: ​​**This is a space created to support people who are underrepresented in tech.** We ask **cisgender men** (men who were assigned male at birth and identify as male) to respect this and not attend. ​​**Photography & Video Disclaimer:** By attending this event, you acknowledge and agree that photographs and/or video recordings may be taken. These may be used for promotional purposes, including social media, websites, and other marketing materials. If you do not wish to be photographed or recorded, please inform the event organizer upon arrival. **Organized by TechTank** Let’s continue fostering diversity, inclusion, and innovation in tech—this month and beyond! **Join our vibrant community for the latest updates and continued discussions:** [https://linktr.ee/techtankto](https://linktr.ee/techtankto)

～English description below～ イベント参加費として、日本人の方(日本で生まれ育ち、現在英語を勉強している方)は$2、日本人以外の方(日本語を勉強している方)は$5頂いております。 皆さんから頂いたお金は、こちらのサイトの維持費や将来のランゲージエクスチェンジ施設利用料やソーシャルイベント等のために使われます。ご理解の程、よろしくお願いいたします。 予約受付開始：土曜日5:00PM(前イベント終了後) 予約取消締切：土曜日14:00PM(当日) 予約受付締切：土曜日15:00PM(当日) スケジュール 5.15 PM - 5:30PM - チェックイン、グループ分け 5:30 PM - 6:15PM - 日本語の時間［または英語の時間］ 6:15PM - 7:00 PM - 英語の時間［または日本語の時間］ 【イベント内容】 Language Exchangeへようこそ！このグループでは、皆さんのレベルに応じて、3〜4名のグループにわかれ、同じ席になった人たちで各45分間、それぞれ英語と日本語でフリートークを行なっていただきます。決まったディスカッショントピックなどはございませんので、気軽に質問をしながらそれぞれのセッションを楽しんでいただければと思います。 開催場所：Atrium フードコート TJEXのサインボードを持ったオーガナイザーにお声がけください。(もしサインがなかったり、わからなければメッセージをお願いします！) 予約規約（⚠️重要） ・当日の不参加、もしくは15分以上の遅刻、また予約取消締切後の変更は原則不参加(No-Show)とみなします。不参加(No-show)が3回になりますと会員登録が抹消され、退会となりますのでご注意ください。 ・イベントに遅れそうな場合は必ずオーガナイザーまでメッセージをお願いします。イベント開始時間にいるメンバーでグループを組み直すこともあるので、連絡なしで到着された場合はイベントに参加できない可能性もあります。原則、30分以上遅れての参加はご遠慮いただいております。あらかじめご了承ください。 キャンセル待ち ・満席の場合、”キャンセル待ち”リスト(waiting-list)にご登録いただくことが可能です。“参加予定”リスト（going-list)中に空席が発生した場合は、”キャンセル待ち”への登録が早かった方を優先に、オーガナイザーが”参加予定”へ移動しますので、当日の参加状況の変更がないかご自身でご確認ください。 ※ご注意※ ・空席ができた際は、自動的に”キャンセル待ち”より”参加予定”へ変更されます。この時にMeetupよりお知らせがあるかはわかりません。 ・システムにより自動的に”参加予定”とされ、それに気づかずに参加しなかった場合でも、不参加とみなされますのでご了承ください。 Instagramアカウント @tjex.ca 最新情報やミートアップの様子を掲載しています。 ぜひこちらもフォローお願いします！ *** ***Although our group is a non-profit organization, we collect $ 5 per English Speaker for every event. All the proceeds are used to run this website and for social events*** RSVP: RSVP open: 5:00 PM (Saturday after previous event) RSVP cancel deadline: Saturday, 2:00 PM (day of the event) RSVP close: Saturday, 3:00 PM (day of the event) Day of Event: 5:15 PM - 5:30 PM - Check-in and Group placement 5:30 PM - 6:15 PM - Japanese conversation 6:15 PM - 7:00 PM - English conversation Event Description: This is an in-person language exchange! Members are placed into groups of three or four based on their language level. Each 45 minute session consists of friendly casual conversation, and/or informal study. Optional Dinner : After the Language event, we usually go for Dinner. Dinner is optional, you may or may not join the Dinner, it depends on you. However, Dinner is only for Participants that joined on the day of the event. Event Location: Atrium Food Court The food court is directly connected to the Dundas subway station. Leave the subway station and walk west along Dundas Street. At the intersection of Bay Street and Dundas Street, you will find an entrance. Proceed down the escalator. The food court is on the basement floor. Please talk to the organizer with the signboard showing TJEX. (If you can’t find them, please send a message to the organizer.) ⚠️RSVP & Late Policy: If you are unable to join on the day of the event, please change your status from 'going-list' to 'not going-list'. Failure to Not show up will result in 1 No -Show. Also, in case of arriving 15 mins late to the event will result in 1 No-Show. Members are removed from the group after 3 No-Shows. Waiting List: Members can join the waiting-list even if an event is full. When a spot becomes available, we will move you to the going-list. Going List: Only Members on the going-list can participate on the day of the event. Group Instagram - @tjex.ca Feel free to follow us!

We're excited to bring the community together for an evening of learning and connection! Come support your fellow developers, learn something new, and meet others who are passionate about search, observability, and security. **Date and Time:** Thursday, March, 12th from 5:30-7:30 pm **Agenda:** * 5:30 pm: Doors open; say hi, grab a seat, and eat some food. * 6:00 pm: Building Agentic AI on ELK stack, by **Gleb Gadyatskiy**, Principal Engineer at PointClickCare * 6:30 pm: Q&A * 6:40 pm: "One Does Not Simply Query a Stream", by **Viktor Gamov** is a Principal Developer Advocate at Confluent * 7:10 pm: Q&A * 7:20-7:30 pm: Networking & refreshments **Talk Abstracts:** **"Building Agentic AI on ELK stack"** Story how I built AI Agent using pure ELK + LLM to automate incidents investigations 1. What is AI Agent, ELK and why I decided to build AI Agent using only ELK 2. Building simple AI Agent using pure Logstash pipelines 3. Building advance AI Agent using Ruby plugin 4. Connecting AI Agent to Elastic AI Assistant **Gleb Gadyatskiy** is a Principal Engineer at PointClickCare. He is a part of the Infrastructure Architecture team and describes his role as “the first line in attack and the last line in defense”. Gleb provides support for all teams to aggregate logs from various apps into Elasticsearch, use AI to get insights from logs and actively promotes Elastic stack in PointClickCare. Gleb enjoys outdoor traveling with his wife and two kids in a camper. **"One Does Not Simply Query a Stream"** Streaming data with Apache Kafka® has become the backbone of modern applications. While streams are ideal for continuous data flow, they lack built-in querying capabilities. Unlike databases with indexed lookups, Kafka’s append-only logs are designed for high-throughput processing—not for on-demand queries. This necessitates additional infrastructure to query streaming data effectively. Traditional approaches replicate stream data into external stores: relational databases like PostgreSQL for operational queries, object storage like S3 accessed via Flink, Spark, or Trino for analytics, and Elasticsearch for full-text search and log analytics. Each serves a purpose—but they also introduce silos, schema mismatches, freshness issues, and complex ETL pipelines that increase system fragility. In this session, we’ll explore solutions that aim to unify operational, analytical, and search workloads across real-time data. We'll demonstrate stream processing with Kafka Streams, Apache Flink®, and SQL engines; real-time analytics with Apache Pinot®; search capabilities with Elasticsearch; and modern lakehouse approaches using Apache Iceberg® with Tableflow to represent Kafka topics as queryable tables. While there's no one-size-fits-all solution, understanding the tools and trade-offs will help you design more robust and flexible architectures. **Viktor Gamov** is a Principal Developer Advocate at Confluent, founded by the original creators of Apache Kafka®. With a rich background in implementing and advocating for distributed systems and cloud-native architectures, Viktor excels in open-source technologies. He is passionate about assisting architects, developers, and operators in crafting systems that are not only low in latency and scalable but also highly available. As a Java Champion and an esteemed speaker, Viktor is known for his insightful presentations at top industry events like JavaOne, Devoxx, Kafka Summit, and QCon. His expertise spans distributed systems, real-time data streaming, JVM, and DevOps. Viktor has co-authored "Enterprise Web Development" from O'Reilly and "Apache Kafka® in Action" from Manning. Follow Viktor on X - @gamussa to stay updated with Viktor's latest thoughts on technology, his gym and food adventures, and insights into open-source and developer advocacy. **Location:** Improving Office 171 East Liberty St Unit 235 Toronto, Ontario M6K 3P6 **Directions (171 E Liberty St - Suite 235)** **By transit** Streetcars 504 and 509 both travel close to the office (less than 10 minute walk to the office from either), the lakeshore GO train is also a 5 minute walk from the office. **By car/parking** On street parking is available - there are a handful of paid parking spots directly in front of the entrance - with a large city parking lot across the street. **Entrance** The entrance to the office is beside the Bulk Barn entrance facing Hannah Street. There is an Improving logo on the door.

Discover Kiro, AWS’s innovative development environment that adapts to your workflow. Whether you prefer specification-driven development or a more intuitive, vibe-based approach, Kiro empowers you to build applications your way. In this session, speakers will explore Kiro’s core functionality and its evolution through re:Invent 2025, along with demonstrations of prompts used to create APIs, hooks, and steering documents. In the latter part of the session, watch as we build a complete example from scratch, showcasing Kiro’s agentic AI workflow in action for spec-driven development and vibe coding. What You'll Learn - Core Kiro concepts and development philosophy Feature evolution: pre and post re:Invent 2025 Practical examples: API creation, hooks, and steering docs Live coding demonstration with real-time problem solving Who Should Attend - Developers, solutions architects, and technical leaders interested in modern AWS development tools and AI-assisted coding workflows. **Speakers Bio:** Matthew Jorat: Matthew Jorat is a Customer Solutions Manager at AWS with nearly three decades of expertise in AI, cloud transformation, migration, modernization, IT, technology, and business. His career spans infrastructure engineer, solutions architect, security auditor, customer success director, support and services director, and operations officer. He was an early adopter of AWS services as a customer, and his current role at AWS uniquely blends his technical and business skills as he partners with executive teams to translate strategic priorities into measurable business outcomes through cloud adoption, AI implementation, and operational excellence. Matt leads end-to-end AI initiatives for enterprise customers, identifying high-impact use cases and maintaining relentless focus on measurable ROI. He holds eight AWS certifications and serves as Adjunct Professor at Franklin University teaching cloud computing and AWS architecture. His expertise encompasses GenAI, agentic AI systems, migration, modernization, and optimization strategies that drive transformation at scale. [https://www.linkedin.com/in/mattjorat/](https://www.linkedin.com/in/mattjorat/) Girish Bhatia: Girish Bhatia is a seasoned technology delivery leader with deep expertise in cross-domain program management. He holds multiple AWS certifications, including AWS Certified Solutions Architect – Associate, AWS Certified Developer – Associate, and AWS Generative AI Practitioner, and is also an AWS Community Builder. Girish brings over two decades of experience in the information technology industry. Throughout his career, Girish has led major technology-driven business transformation from modernizing on-premises applications to driving large-scale cloud migrations. His work includes API-based integration platforms, data-center and mainframe modernization, and enterprise cloud adoption initiatives. Based in Columbus, Ohio, Girish works at a tech-forward fintech company. He is passionate about AWS serverless architectures, Generative AI and emerging cloud technologies. An avid learner and builder, he continues to explore and apply the latest innovations in AWS to help organizations accelerate their digital transformation. https://www.linkedin.com/in/girishbhatia/[https://www.linkedin.com/in/girishbhatia/](https://www.linkedin.com/in/girishbhatia/) **THANK YOU** *Franklin University* for hosting our meetup! To learn more about *Franklin University*, please visit their website: https://www.franklin.edu/ **DIRECTIONS** Franklin University Fisher Hall 300 E. Main St, Columbus, OH 43215 Map: https://maps.app.goo.gl/jxjBA2hUmS5qrvhq8 Parking is FREE! Please park in Lot C in front of Fisher Hall. See attached map. NOTE: Map the address only. When mapping with Google Maps it may use the Fisher Hall at OSU, which is NOT correct. **Want to sponsor the pizza and/or bar tab?** Please contact me if you would like to sponsor this meetup's pizza and/or bar tab: angelo@mandato.com

Get ready to roll at Pins Mechanical 🎳🍻 Join us for a laid-back, high-energy meetup at Pins Mechanical Company—where vintage bowling lanes, craft cocktails, and old-school arcade vibes set the stage for a great night out. Whether you’re a bowling pro or just here for the good times, this is the perfect chance to connect, compete, and kick back. Expect friendly games, plenty of laughs, and a relaxed atmosphere that makes it easy to mingle. Grab a drink, lace up some bowling shoes, and let’s knock down a few pins together. No experience required—just bring your good vibes and get ready to roll! 🎉 Free bowling starts at 8pm

One of the most valuable parts of this community is the opportunity to think out loud with other product professionals. This session is built for exactly that. As we wrap up the quarter, it’s a great time to pause and reflect. What’s on track? What needs adjustment? Where could a small shift create bigger impact? Join fellow product professionals for a focused, interactive conversation designed to help you recalibrate for the next quarter. You’ll have the opportunity to share where you are, hear how others are thinking through similar challenges, and gain fresh perspective you can bring back to your team and organization. We’ll gather at 8:00AM, with discussion starting promptly at 8:15AM. 📍 First Watch - 7227 N High St Located in: The Shops at Worthington Ample parking is available. Food and beverages will be available for purchase. Start your morning with clarity and connection — we hope to see you there! ☀️

## Hey Columbus WIP peeps! ## Are you ready for an event that actually gives you what you asked for?? **\-\-\-\-\-\-** **A Small-group coaching conversations for women in product navigating growth, leadership, and career decisions.** **March 10 \| 5:30–8:00 PM** **Rev1 -- NEW SPACE** **330 Rush Alley #100** **Parking Options:** • **Rev1 at The Peninsula** • **Starling St. Garage South** – 377 W. Capital St. • **LAZ Parking (COSI)** – 50 Belle St. • **LAZ Parking Limited** – 375 W. State St. • **Veterans Memorial Lot** – 300 W. Broad St. • **Metered Street Parking** **What moves are you making?** A promotion you’re working toward. A role change you’re considering. A bigger leadership opportunity. A conversation that needs to happen. A decision that’s been sitting in the back of your mind. For our Q1 Women in Product Columbus event, we’re creating space to actually work through those moments. **Making Moves** is an evening of focused, facilitated coaching conversations with experienced mentors from our local product community. This isn’t a panel. It’s not passive networking. It’s small-group dialogue designed to be thoughtful, practical, and worth your time. Here’s how it will work: • You’ll choose a topic that reflects what you’re navigating right now • You’ll join a small coaching circle (5–7 participants) • Each circle is led by a mentor who has lived experience in that area • We’ll run two rounds so you can go deeper or explore a second conversation ### Coaching Topics: • Communicating the Value of Your Work (or Team) • Career Transitions & What’s Next • Growing Into Leadership • Staying Relevant as Technology (and AI) Changes • Getting Alignment and Decisions from Leadership Our goal is simple: you leave with clearer thinking, practical perspective, and at least one next step you feel confident about. Space in each circle will be limited to keep conversations meaningful. If this sounds like the kind of room you’ve been wanting to be in, we’d love to see you on March 10. RSVP here! [https://community.womenpm.org/c/all-local-events/making-moves-a-columbus-wip-event](https://community.womenpm.org/c/all-local-events/making-moves-a-columbus-wip-event "https://community.womenpm.org/c/all-local-events/making-moves-a-columbus-wip-event") *And if you haven't joined the WIP group - do that too, would ya?!?!* — Your Columbus Chapter Leads - Amber, Leah and Liz!

Let's grab some coffee/food and share a morning chat! The East Market has an ample parking lot and outdoor and indoor seating. Grab a cup of coffee from Winston's Coffee & Waffles or on your way to East Market and meet us on the second floor - table behind or east of the elevator. Per what this group is about: "Everyone is welcome! International transplants to Columbus who want to improve language skills, Columbus residents who want to discuss international travel and culture, and anyone who enjoys getting together for good conversations."

We will show a variety of methods for building agents that run in Microsoft Foundry. This covers the different types of agents: Prompt, Multi, and Hosted, as well as the development lifecycle using evals and traces.