Data Structures

* 💥 Fuego Bachata Sensual Mondays💥 Start your week with flavor, rhythm, and good vibes! 🌶💃🕺 Enjoy amazing food, fun lessons, and non-stop Latin dancing all night long! 📍 Tehranto Restaurant – 5625 Yonge St, North York 🚇 Finch Subway \| 🅿 Free Parking 🍽 Full Kitchen + Bar Specials Open Late 🎟 $10 Cover (includes Lesson) 🕘 9PM Bachata Lesson – Guest Instructor 🎶 DJ Geronimo heating up the floor with the best Salsa, Bachata & Latin beats all night! Come for the lessons, stay for the dancing — Mondays just got HOT! 🔥 Best way to get a hold of us is through WhatsApp: https://chat.whatsapp.com/KpFOsXEuXRWB7uOYorJNPU

Important Register on the [event website](https://www.aicamp.ai/event/eventdetails/W2026063014) (Due to room capacity and building security, you must pre-register at the link for admission) **Description:** Welcome to the AI meetup in Toronto. Join us for deep dive tech talks on AI, GenAI, LLMs and Agent, hands-on experiences on code labs, workshops, and networking with speakers and fellow developers. **Tech Talk: RAG stack with open-source tooling + ADK** **Speaker:** Glen Yu (Google Developer Expert) **Tech Talk: ​Building Persistent, Infinite Memory for AI Agents** **Speaker:** Tara Khani (Moorcheh) **Speakers/Topics:** Stay tuned as we are updating speakers and schedules. If you have a keen interest in speaking to our community, we invite you to submit topics for consideration: [Submit Topics](https://forms.gle/JkMt91CZRtoJBSFUA) **Sponsors:** We are actively seeking sponsors to support AI developers community. Whether it is by offering venue spaces, providing food, or cash sponsorship. Sponsors will not only speak at the meetups, receive prominent recognition, but also gain exposure to our extensive membership base of 10,000+ AI developers in Toronto or 500K+ worldwide.

**BRING YOUR COMPUTERS TO THIS EVENT! And check out the prerequisites below.** Join us for the first hands-on lab session, snacks, and discussion! This time around instead of talks we are going to run a free hands-on lab on how to get started with OpenTelemetry. We'll teach you how to run your own local observability stack and how to capture telemetry from the host all the way to the application layer. **Repository** https://github.com/grafana/grafanacon2026-opentelemetry-instrumentation **Prerequisites** * Git * Docker and Docker Compose — or Podman with the `docker compose` CLI, see [PODMAN.md](https://github.com/grafana/grafanacon2026-opentelemetry-instrumentation/blob/main/PODMAN.md) for setup Pull all Docker images at home before the session to avoid slow WiFi at the event: git clone https://github.com/grafana/grafanacon2026-opentelemetry-instrumentation cd grafanacon2026-opentelemetry-instrumentation docker compose pull docker compose up --build The first build downloads images and compiles both services — it can take several minutes. Once images are cached, rebuilds are fast. See [TROUBLESHOOTING.md](https://github.com/grafana/grafanacon2026-opentelemetry-instrumentation/blob/main/TROUBLESHOOTING.md) in the repository if you hit issues. **Again special thanks to Nokia and Mark Prosser for hosting us at their downtown office.** **Agenda:** 6:00-6:15 PM: Arrivals and introductions 6:15-7:40 PM: Hands-On Lab 7:40-8:00 PM: Q&A, networking and wrap up **Facilitators:** Nikola Grcevski and Marylia Gutierrez

Important Register on the [event website](https://www.aicamp.ai/event/eventdetails/W2026063014) (Due to room capacity and building security, you must pre-register at the link for admission) **Description:** Welcome to the AI meetup in Toronto. Join us for deep dive tech talks on AI, GenAI, LLMs and Agent, hands-on experiences on code labs, workshops, and networking with speakers and fellow developers. **Tech Talk: RAG stack with open-source tooling + ADK** **Speaker:** Glen Yu (Google Developer Expert) **Tech Talk: ​Building Persistent, Infinite Memory for AI Agents** **Speaker:** Tara Khani (Moorcheh) **Speakers/Topics:** Stay tuned as we are updating speakers and schedules. If you have a keen interest in speaking to our community, we invite you to submit topics for consideration: [Submit Topics](https://forms.gle/JkMt91CZRtoJBSFUA) **Sponsors:** We are actively seeking sponsors to support AI developers community. Whether it is by offering venue spaces, providing food, or cash sponsorship. Sponsors will not only speak at the meetups, receive prominent recognition, but also gain exposure to our extensive membership base of 10,000+ AI developers in Toronto or 500K+ worldwide.

**Are third spaces dead....(like this book club was for the last year)?** Short-Read Socials are back! Come meet with like-minded and unlikeminded people to talk about the topic of the month. This time, we're thinking about **third spaces, socialization, and community-building.** *How has socialization changed with modern urban living and the rise of social media? Have commercialization and high cost of living killed third spaces? How do (or should) we actually build communities now?* \-\-\- **How does it work?** * The event is casual. You can talk to anyone there with or without our prompt sheets, either about the month's topic or about whatever you want. * Open philosophical discussion, including for controversial topics, is welcome but be respectful :) * If you've read/watched/heard anything related to the topic of the month, feel free to bring it in! Not necessarily physically, but you can if you want... * If not, here are some thought-provoking reads to start you off (read as many or as few as you want): * On third spaces: * [Are commercial “third places” a dying breed?](https://spacing.ca/toronto/2024/04/26/are-commercial-third-places-a-dying-breed/) * [the modern third space is in your phone](https://maansiwritesstuff.substack.com/p/the-modern-third-space-is-in-your) * Who's creating third spaces? (slightly more interesting imo) * [From sauna socials to run clubs: Are community event leaders the new influencers?](https://archive.is/20260320083437/https://www.vogue.com/article/from-sauna-socials-to-run-clubs-are-community-event-leaders-the-new-influencers#selection-1275.0-1275.81) * [“The more I give away, the better the bar does”: Why Danu Social House wants to become the city’s first community-owned watering hole](https://torontolife.com/food/danu-social-house-community-owned-co-op-bar/) * Bonus: [Why do Torontonians love to line up? Expert says there’s many reasons, including making friends](https://nowtoronto.com/lifestyle/why-do-torontonians-love-to-line-up-expert-says-theres-many-reasons/) * Feel free to post other recommendations (blogs, movies, tv episodes, video essays, etc.) in the comments!

ABCD Reads "**[Reading Lolita in Tehran](https://tpl.bibliocommons.com/v2/record/S234C191026)**", a Memoir in Books by Azar Nafisi. [[RESULTS](https://opavote.com/results/5367401513484288) of the poll for this event] **:: ABOUT THE BOOK ::** "Every Thursday morning for two years in the Islamic Republic of Iran, a bold and inspired teacher named Azar Nafisi secretly gathered seven of her most committed female students to read forbidden Western classics. As Islamic morality squads staged arbitrary raids in Tehran, fundamentalists seized hold of the universities, and a blind censor stifled artistic expression, the girls in Azar Nafisi's living room risked removing their veils and immersed themselves in the worlds of Jane Austen, F. Scott Fitzgerald, Henry James, and Vladimir Nabokov. In this extraordinary memoir, their stories become intertwined with the ones they are reading. Reading Lolita in Tehran is a remarkable exploration of resilience in the face of tyranny and a celebration of the liberating power of literature." (from [Goodreads](https://www.goodreads.com/book/show/7603.Reading_Lolita_in_Tehran)) "Azar Nafisi’s engrossing Reading Lolita in Tehran is the sort of book that ruins the sleep of those in charge of placing books in bookstores. Where to shelve it? Under literary criticism? No, for although it subjects a number of classics to revealing scrutiny, that would miss much of its point. Under memoirs? Similar problems: although its story is intertwined with the life of its author, it is not that life. Women’s issues or feminism would not be entirely out of place—the main characters who both act and suffer in this book are female—but again, in such a classification something would be lacking. A mischievous soul might stash it under book groups, which would be about as close as my college library’s choice of veterinary medicine for Hemingway’s Death in the Afternoon: there is a book group in Reading Lolita, but it is more like a life raft than an after-work social gathering." (from [ReviewCanada](https://reviewcanada.ca/magazine/2003/09/the-book-lovers-tale/), written by Margaret Atwood) **:: ABOUT THE EVENT ::** You are welcome to arrive 30 minutes before the event and stay 30 minutes or longer afterward to connect with other attendees outside the book talk. Please ensure you have read the book before attending (though finishing any book is not a barrier to participating, as long as you don't mind spoilers). First-time attendees can join for free. If the event is full, we maintain an unofficial waitlist. Please send [Michael](https://www.meetup.com/members/55295192/) a direct message for more information, in either case. We request a $3 contribution from regular attendees to help cover our monthly meetup costs. **:: ABOUT OUR NEXT BOOK ::** At the end of each event, we will ask for nominees for our next book. If you have a good one in mind, please ensure it is between 200-400 pages long, available from the Toronto Public Library, and counts as contemporary literary fiction (though these are not hard and fast rules). When enough nominees are collected, Michael will send the members a direct message with a link where you can vote.

Hello there! 😊 **Note:** This event is posted on multiple platforms, so more people come than just the RSVPs here. This is a **Speed Dating event** ❤️ **Why participate:** Easy and fun way to meet your **new girlfriend / boyfriend!** You do not need to do the hard part first, **the host does everything for you.** Easy and fun way to find **new friends.** **🎫 GET YOUR TICKET HERE: 🎫** **www.datemap.net/toronto -** (if link doesn’t work - it means we sold out) 🕊️ **Changed plans?** Simply DM us 24h before the event for **full refund**! 😊 ❗ **Note:** We often sell out around **1 week** before the event! ❤️ **Why People Love Our Events:** ⚖️ **50/50 gender ratio guaranteed** \- handled with care so the mix stays fair and even 😌 **Professional host included** \- the host helps with the whole event for you ☺️ **Relaxed, welcoming atmosphere** \- calm\, friendly\, and simple 🎉 **Friendly people** \- you may be surprised by how nice everyone is\! 🧭 **YOUR FIRST TIME? 😊 HERE IS HOW IT WORKS:** 🧭 You have a **5 min conversation** with every participant ⏱️ You will get **question cards** on each table to make chatting easy! Men rotate every 5 minutes, women stay seated. At the end you get your matches. ❤️ 📍 **LOCATION:** The venue location is sent to **ticket holders** after purchase. It is always a big cafe lounge in a central location. 💌 **QUESTIONS?** Email us! We reply to every person! **🎫 GET YOUR TICKET HERE: 🎫** **www.datemap.net/toronto -** (if link doesn’t work - it means we sold out) 🕊️ **Changed plans?** Simply DM us 24h before the event for **full refund**! 😊 ❗ **Note:** We often sell out around **1 week** before the event! I’m excited to welcome you! See you soon! 😊❤️

[Summary] This meetup is for those who are interested in code, web development, design, cloud, or AI. All levels are welcome, so feel free to bring your laptop and discuss what you are working on or what you are learning. You can share your projects and ideas with other participants freely. There are outlets and WiFi, drinks are about $5 for tea, they take card only. [Price] Attendance is FREE. But you need to buy something from the venue. [Policies] \- We do not tolerate harassment of our members \- We remind users that that this meetup is intended for networking and hobby development\, and any attempts at using this meetup event as a dating platform will not be not be tolerated Further information: https://torontostack.exchange/

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/xwjDdVSw3E **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.

⚠️ For 日本語, 中文, 한국어, please scroll down⚠️ 🎉 A big thank you from CAS to all our members! 🎉 Celebrate two special birthdays, Canada and CAS founder Calvin's with a barbecue party! 🥩🥂🎂 Food, water, and good vibes will be provided for those in attendance. If you would like to have adult beverages, please bring those yourselves! 🎆 Afterwards, we can go see the fireworks to wrap up the night! 🎟️ Attendance fee: $20 - you have attended at least 1 paid CAS event or Girls’ Night $25 - for first timers/newcomers Please E-Transfer this amount to: ✉️ canasianstation@gmail.com by Saturday, June 27th to confirm Due to the Meetup system, you will be on the waitlist. However, once we confirm your payment, your status will be moved to "attending." After that, I will send you the venue address! 📩 📍Location: Downtown Toronto, Near Eaton Center - The exact location will be sent to all paid attendees by end of day Saturday the 27th. 🚫 Unfortunately, no parking will be available. 日本語🇯🇵 CASより、日頃よりご愛顧いただいている皆様へ、心より感謝を込めまして、、、🦄🌱 【Canada🇨🇦とCAS創設者Calvin】 2つのHappy Birthdayを記念してBBQ Partyを開催します🥩🥂🎉 食べ物、水、GOOD VIBES有り！ （お酒飲みたい人は持ってきてね♡ 食べ物の持ち込み大歓迎です！） 🇨🇦赤と白の服でドレスアップして盛り上がろう！（推奨） 🎆美味しいお肉の後はCanada Day記念の花火を観に行くよ 🎟️参加費 ＄20(CAS,Girls’Nightに参加したことがある方) ＄25(初めましての方) ✉️canasianstation@gmail.com へ6月27日（土）までにお支払いください。 お支払い確認後に参加ステータスがwaitlist よりattending に変更されます。 📍Eaton Centre付近（詳しい場所は支払い済みの参加者へ27日23:59までにお送りします) ⚠️駐車場はありません 한국어🇰🇷 CAS 회원 여러분들께 큰 감사의 말씀 드립니다! 캐나다의 생일과 CAS의 창립자인 Calvin의 생일을 동시에 축하하기 위한 바비큐 파티를 마련할 예정입니다! 참석하시는 분들을 위해 음식, 물, 그리고 즐거운 분위기가 제공됩니다. 음주를 즐기고 싶으신 분들은 직접 가져와 주시면 감사드리겠습니다! 바비큐 파티가 끝난 후에는 불꽃놀이를 즐기며 밤을 마무리할 예정입니다. 참가비: $20 — 이전에 유료 CAS 이벤트에 최소 1회 이상 참석해주신 분 $25 — 첫 참가자 / 신규 참가자 참가비는 7월 27일 토요일까지 canasianstation@gmail.com 으로 보내주시길 바랍니다. 위치: 다운타운, Eaton Centre 근처 - 자세한 위치 안내는 27일 토요일까지 참가비를 보내주신 분들께 추후 안내해드리도록 하겠습니다. 주차 공간은 없습니다. 죄송합니다. 中文 🎉 CAS 感谢所有会员一直以来的支持！🎉 今年加拿大国庆日，我们将一起庆祝两个特别的生日——加拿大的生日，以及 CAS 创办人 Calvin 的生日！ 欢迎大家来参加我们的烧烤派对，一起吃美食、聊天交朋友，享受轻松愉快的节日气氛！ 🍔 食物、饮用水以及欢乐的氛围都由我们提供。 🍺 如果您想喝啤酒或其他酒精饮品，请自行携带。 🎆 烧烤结束后，我们还可以一起去欣赏加拿大日烟花，为这个美好的夜晚画上圆满句号！ 🎟️ 活动费用 20 加元：曾参加过至少一次付费 CAS 活动的会员 25 加元：首次参加活动的新朋友 请于 6 月 27 日（星期六）前 将费用通过 E-Transfer 转账至： 📧 canasianstation@gmail.com 完成付款后即视为报名成功。 📍 活动地点 多伦多市中心，伊顿中心（Eaton Centre）附近。 具体集合地点将于 6 月 27 日（星期六）当天结束前 通知所有已付款参加者。 🚫 很遗憾，现场不提供停车位，请尽量乘坐公共交通前往。 期待与大家一起度过一个充满美食、欢笑与烟花的加拿大国庆日！

～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 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*** *Canadian English speakers must be Native or Fluent in English in order to participate* RSVP: RSVP open: 5:00 PM 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!

🇨🇦🌴 **TORONTO BABEL x EVENT SPACE PRESENTS: CANADA DAY ISLAND PICNIC** 🌴🇨🇦 📍 BBQ Lot #17, Toronto Island Park (Olympic Island) 📅 Wednesday, July 1 🕐 1:00 PM – 10:00 PM Toronto Babel, in collaboration with Event Space, invites you to celebrate Canada Day on Toronto Island Park with a full day of sunshine, music, food, games, and community vibes. We’re taking over the island for a full summer experience—expect music all day, a BBQ social, sports and outdoor games, arts & crafts, and a relaxing yoga & meditation session. Come connect with new people, share food, and enjoy a laid-back island atmosphere surrounded by nature and good energy. As the sun sets, we’ll gather to watch fireworks light up the sky over Toronto, visible right from the island—a perfect end to the day 🎆 *** 🎟️ **Tickets (online purchase):** **https://www.event-space.net/event-details/canada-day-island-festival** • $10 Presale with our discount code: ‘CS-05’ *** ✔️ **Activities & Schedule:** 🔥 BBQ social — bring your own meat to grill (grill & charcoal provided) 🧘 Yoga & Meditation Session 🎶 Music & Dance Party with DJ FLŸ and DJ STXN 🎨 Arts & Crafts Table ⚽ Sports, board games & outdoor fun 🎆 Fireworks at dusk (visible from the island) *** 🎒 **What to Bring:** • Blanket or beach towel to sit on • Water bottle • Hat, sunscreen & bug spray • Picnic snacks or food to share • Reusable utensils/cups (optional) • Light sweater or jacket for the evening • Your best summer island vibe ☀️ *** ⛴️ **Ferry Info:** • Take the Centre Island Ferry • First ferry: 8:00 AM • Last return: 11:45 PM • Look for Toronto Babel signs on Olympic Island • Ferry tickets: [https://www.toronto.ca/explore-enjoy/parks-recreation/places-spaces/beaches-gardens-attractions/toronto-island-park/all-ferry-schedules/](https://www.toronto.ca/explore-enjoy/parks-recreation/places-spaces/beaches-gardens-attractions/toronto-island-park/all-ferry-schedules/) *** Let’s make this Canada Day one for the books 🍁✨

This will be a 4 v 4 format. You will play 4s with beach rules but you’ll be playing against Low Int 5s or Mid 4s This event is for those currently playing Low Int 5s and want to transition to Mid Int 4s level and transitioning to playing with beach rules. You should be amongst the strongest players at the Low Int 5s level to play this level. Please note that you must know FULL beach rules. You MUST answer the RSVP question to play this event. If your answer is wrong or you do not answer then you will be removed from the event. The question or your response may not show up when using some apps so please RSVP from a computer. Beach Rules - [#1 Beach Volleyball and Social Group Discussions](https://www.meetup.com/beach-vball/discussions/) Please note that you MUST answer the RSVP question and provide your email address and correctly answer the beach rules question to confirm your rsvp. If you do not answer the question and provide this your RSVP will be removed Beach Rules - http://www.meetup.com/beach-vball/messages/boards/thread/6679875 Requests to play together must be submitted in your RSVP answers when you sign up and must be requested by each player. You can request to play with 1 other player. Beyond one player is not guaranteed Since this is a team sport event, the proper number of players is very important. RSVP changes less than 72 hrs before any event that is full/has waitlist or 48 hrs before any events not full will to be considered a late bail-out. Late bail outs or no shows will be assessed a "strike" 2 strikes and you will be suspended from participating in group events. PLEASE DO NOT SIGN UP FOR THIS LEVEL IF YOU ARE A RECREATIONAL PLAYER AND ARE NOT CAPABLE OF CONTROLLING THE BALL TO PASS, SET AND SPIKE. PLEASE DO NOT SIGN UP FOR A HIGHER LEVEL IF LOWER LEVEL EVENTS ARE FULL. If the event is full, put yourself on the waiting list. Spots always free up the week of the event as people change their minds.

We have moved to guild.host. Look us up there. https://guild.host/events/buckeye-cocoaheads-rcavwd

**Practical Curiosity: Learning from Everyday Data** How do we actually get better at utilizing our day-to-day data? Fancy dashboards and complex models might look nice and draw attention, but that’s not where most of us spend our time. In fact those shiny outputs frequently sit unused, while the real insights are drawn from the analyst’s daily practice. Sometimes it’s as simple and as powerful as noticing that a segment is shrinking, a channel is underused, or certain links keep getting all the clicks. There’s many different places that the spark of insight can come from, but you have to keep your head in the data and know where to look. In this session, we’ll explore real-world examples of how segmentation, testing, and click behavior can uncover practical digital marketing opportunities. You’ll leave with inspiration for your own use cases, along with a few simple ways to ask better questions, spot meaningful patterns, and make smarter decisions without overcomplicating it. **About Our Speaker:** [Elaine Armbruster](https://www.linkedin.com/in/elainearmbruster/) is a Director of Digital Experience at the [American Diabetes Association](https://diabetes.org/), where she focuses on using data and insights to create smarter, more effective digital experiences. A lifelong Columbus resident, she has built her career in email marketing and the broader digital user journey, and is finding she most enjoys working in the messy middle where systems, data, and big ideas don’t quite line up yet. Thanks to our 2026 sponsors: [Clarivoy](https://www.clarivoy.com), [What Box Consulting Group](https://www.whatboxconsultinggroup.com), [Conductrics](https://www.conductrics.com), and [Piwik PRO](https://piwik.pro) More info at [cbusdaw.com](https://cbusdaw.com)

Most people use LLMs by feel: ask a question, read the answer, decide whether it “seems good,” and move on. That works for casual use. It does not work when you are building software, automating workflows, writing important documents, or relying on AI for anything that needs to be repeatable. In this talk, we’ll look at how to improve and evaluate the inputs and outputs of LLMs using practical measurement techniques. We’ll cover how prompt changes affect results, how to compare outputs, how to build simple evaluation sets, and how math-based methods like similarity scoring can help you move beyond guesswork. This will be beginner-friendly, so even if you don't know anything about AI, you should get something out of it. However, this will be a little more technical than our intro talks. You do not need to be an AI researcher, but programmers and technically curious attendees will get a lot out of it. We’ll cover: * Why “it looks good” is not enough * How to improve prompts by changing the input, context, and constraints * How to compare LLM outputs more systematically * Basic evaluation techniques for accuracy, consistency, and usefulness * How embeddings, cosine similarity, and scoring can help evaluate results * Where automated evaluation works — and where humans still need to stay in the loop By the end, you’ll have a practical mental model for treating LLMs less like magic and more like systems you can test, measure, and improve. LOGISTICS AND PARKING: The talk starts at 7:00 PM. The first half hour is reserved for everyone to get set up and mingle. Free pizza and drinks! The cheapest parking option is to find street parking, which will only cost you a few bucks. Otherwise, park in the nearby veteran's museum lot for $8. It's highly recommended you avoid the nearby $15 garage parking.

**💥 Join us THIS Saturday and EVERY Saturday!** **💥 At Columbus’ Hottest New Salsa Venue!** **.** Lincoln Street Salsa THIS Saturday and EVERY Saturday! 8 pm – 1 am **.** **💥 Gorgeously Renovated Studio!** **💥 Free Parking!** **💥 BYOB!** **💥 Easy Access from Highway!** **.** Lincoln Street Salsa 1717 Brice Rd Reynoldsburg, Ohio 43215 **.** **ENTRANCE IS ON THE NORTH SIDE OF THE BUILDING** **Behind Anthony’s Pharmacy!** **.** **PLEASE SHARE and help get the word out!** **.** **🟣 Salsa, Bachata, and Merengue Dancing!** **.** **🟣** 8:00 pm – 8:30 pm **𝗥𝗲𝗴𝗶𝘀𝘁𝗿𝗮𝘁𝗶𝗼𝗻** **.** **🟣** 8:30 pm – 9:30 pm **𝗕𝗲𝗴𝗶𝗻𝗻𝗲𝗿 𝗗𝗮𝗻𝗰𝗲 Class!** **.** **🟣** 9:30 pm – 1 am **𝗢𝗽𝗲𝗻 𝗗𝗮𝗻𝗰𝗲 𝗣𝗮𝗿𝘁𝘆!** **.** **✅ Questions?** **Visit [LincolnStreetSalsa.com](https://columbussalsadancing.com/)** Or Text Todd: 614-774-8146 **.** **✅ No Experience Necessary!** **✅ No Partner Required!** **✅ Plenty of People to Dance With!** **.** **✅ $15 Cash / $16 Card** **✅ College Students $5 Off with Valid ID!** **✅ BYOB** **✅ Age 18+** **.** **✅ Lincoln Street Salsa is the perfect place for…** **.** **👉 Learning to Dance** **👉** Social Dancing **👉 Birthday Celebration** **👉** Bachelorette Parties **👉 Girl’s Night Out** **👉 Date Night** **👉** Getting Fit / Burning Calories **👉 Meeting New People** **👉** Having Fun, Fun, Fun! **.** ✅ **Questions?** Visit [LincolnStreetSalsa.com](https://columbussalsadancing.com/ "https://columbussalsadancing.com/") Or Text Todd: 614-774-8146 .

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

Click Here For More Videos: https://www.facebook.com/share/r/17bwkttXhV/ *********************************** Salsamante Dance Academy will be at Swerve Every Tuesday Night to share the Rhythm & Energy of Bachata & Salsa. These are Beginner Level lessons to get you comfortable and understand the two dances. Spread the Good News to all. Swerve Dance & Fitness Complex 640 Lakeview Plaza Blvd A, Worthington, OH 43085 Bachata 7pm-8pm Salsa 8pm-9pm $15 - One Lesson $20 - Both Lessons

You can sleep in on the Sesquicentennial (observed), we’re shifting to the following Friday. But join the local UX community for a chat and some biscuits to catch up. If you were in CA for Figma Config, tell us all the lines and you can tell me how I can animate an SVG without coding it by hand, and why I’d even want to. Thanks to the team at Nationwide of supporting the group.