Natural Language Processing

**🙋‍♀️**Welcome to our Tuesday Social + language ​exchange meetup. Meet people from many countries and make new friends. 👉We always have between 100 - 150 people attending our Tuesday event since this event is listed in 3 different meetup groups. Some people come early some come late, best time is between 6pm to 9pm. 👉This is a great opportunity to learn to speak English with native and non-native speakers. Many English speakers, Europeans, Chinese, Japanese, Koreans, and other Asians attend our fun and friendly party. 👉It is suitable for international students, working holiday people, professional ex-pats, and local Australians.

**🙋‍♀️**Welcome to our Tuesday Social + language ​exchange meetup. We Meet at La Di Da Weekly, 577 Little Bourke Street. **We ask that you purchase a drink on entry or pay $3.5 for entry.** 👉We always have between 150 - 200 people attending our Tuesday event since this event is listed in 3 different meetup groups. Some people come early some come late, best time is between 6pm to 9pm. 👉This is a great opportunity to learn to speak English with native and non-native speakers. Many English speakers, Europeans, Chinese, Japanese, Koreans, and other Asians attend our fun and friendly party. 👉It is suitable for international students, working holiday people, professional ex-pats, and local Australians. Find more Info; [https://instagram.com/Linguas.AU](https://instagram.com/Linguas.AU) or @Linguas.AU

**🙋‍♀️**Welcome to our Tuesday Social + language ​exchange meetup. Meet people from many countries and make new friends. **We ask that you buy a drink on entry or pay $3.5** 👉We always have between 150 - 200 people attending our Tuesday event since this event is listed in 3 different meetup groups. Some people come early some come late, best time is between 6pm to 9pm. 👉This is a great opportunity to learn to speak English with native and non-native speakers. Many English speakers, Europeans, Chinese, Japanese, Koreans, and other Asians attend our fun and friendly party. 👉It is suitable for international students, working holiday people, professional ex-pats, and local Australians. Find more Info; [https://instagram.com/Linguas.AU](https://instagram.com/Linguas.AU) or @Linguas.AU

**Welcome to 'GENESIS' - The Generative AI Filmmaking Networking Event!** ***THIS MAY BE A LIMITED EVENT - PLEASE MAKE SURE TO RSVP.*** This group is for individuals interested in exploring the intersection of generative AI technology and movie making. Whether you're a filmmaker eager to discuss movie production, a technician looking to collaborate, or simply wishing to learn more and discuss AI in film, this group is for you! Join us at the Emporium food court (located behind Grill’d Burger Restaurant in the CBD, not near Melbourne Station) to discuss AI technologies, workflows, productions, AI ethics, government responsibility and more. After 7pm, we continue the evening with Happy Hour drinks at a nearby bar and a chance to grab dinner together. Feel free to bring friends interested in AI filmmaking; it’s a great way to introduce new faces to our expanding network. RSVP to help us gauge attendance and become part of a growing network of film professionals and enthusiasts. Though the event begins in the afternoon, the relationships you build here can last well into the night and beyond. At 7 PM, we move to The Carlton Club, a five-minute walk away, where we continue networking in a more formal rooftop setting over drinks and food. This change of venue offers an ideal environment to keep conversations flowing. We want to foster a supportive network for creativity, film and television production, and collaboration between the world of cinema and AI. Connect with like-minded individuals and explore the exciting world of generative AI filmmaking together at GENESIS.

Ever feel like your thoughts make sense in your head, but don’t land the way you want out loud? This session is built for that. Join us for a practical, relaxed workshop with **Stephen Lakey**, a communication coach and keynote speaker who has helped leaders and teams communicate with clarity and impact. This is not theory heavy. You will learn simple, usable ways to organise your thoughts, speak more clearly, and feel more confident in real conversations. **What You’ll Get Out of It** • Understand why communication can feel chaotic and how to simplify it • Learn how to express your ideas clearly without overthinking • Build confidence in social and professional conversations • Practice structured communication that feels natural and usable. **What to Expect** A relaxed, neurodivergent friendly space with no pressure to perform. You can participate at your own pace. **Meet Your Hosts** Stephen Lakey Communication coach, mentor, and Board Chair at ASCLA. Stephen helps people turn complex thinking into clear, structured communication that actually lands. Nick Watkins Founder of NeuroSparks, co-leading workshops and events that help neurodivergent adults build confidence, communicate clearly, and form meaningful connections. **Note** This workshop is for educational and coaching purposes only and is not medical or psychological advice. Spots are limited. Lock in your place early. Payment: Bring $20 cash or contact us for payment.

Speaking in public is not easy for most people, nor is running a workshop, writing a speech, thinking on your feet, or even speaking up amongst friends. At POWERtalk you will learn how to gain the confidence to step up to speak up. We've seen it many times over. We help you with simple techniques to look confident as a speaker even when you feel like crumbling. **You'll be giving presentations before you know it and loving it!!!** **\>\>\>** We believe there is no one-size-fits-all when it comes to growing as a person and can tailor a plan to help you grow as an individual. **<<<** **Join us at a meeting soon to learn how to build your confidence as a speaker, effectively communicate, get creative, and have lots of fun doing so.** \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- POWERtalk Australia is a not-for-profit organisation training in public speaking and leadership skills. Guests are free of charge for the first 3 meetings. Full membership is surprisingly very affordable. Please ask if you would like more information or become a member. We look forward to meeting you for a night of POWERtalk (1st and 3rd Wednesday of every month) *PS. If you have symptoms of cough, runny nose, fever or are unwell, we wish you a speedy recovery and please ask that you stay away until you are well again. Thanks :)* We meet every 1st & 3rd Tuesday. Address: Power Neighbourhood House - 54 Power Avenue Ashwood Vic 7.45 pm start. 2-hour duration. Come along and enjoy the fun. We look forward to meeting you.

Hi Radiant Ladies, We love visiting Myer for fashion — and catching up over lunch and coffee. Coffee connects us. Let’s keep showing up and sharing these lovely moments together. 🌸 Lyn ☕💕

## 🇯🇵 Progressi部: Japanese-English Language & Culture Exchange 🇦🇺 **"Serious Study, Authentic Community" — 本気で学び、本気で交流する。** Join us for our weekly exchange designed for those dedicated to practicing Japanese and English. This is a space to improve your language skills, share cultural insights, and make new, like-minded friends in a respectful environment. ### 🎯 Who This Group Is For We welcome individuals who are here to **actively practice their Japanese or English**. Whether you are looking for a study partner or want to learn more about culture, this is a community for focused and meaningful interaction. **✅ 受付方法 / Event Check-in (Strictly Required)** 到着の際、必ず主催者に以下の提示をお願いします / Upon arrival, please present the following to the organizer: * **Meetupの参加申し込み（RSVP）画面をご提示ください。** / Show your Meetup RSVP confirmation screen. * **予約なし（No RSVP）での参加はお断りしております。** / No walk-ins permitted without a confirmed RSVP. * **Participation Fee: $3 CASH** Non-Japanese citizens. ### 🚫 Conduct & Safety Policy To ensure a high-quality experience for all members, we maintain a strict standard of behavior: * **Immediate Ban:** Any individual found guilty of misconduct or creating "trouble" will be banned from the group immediately.**.** * **Organizer Authority:** The Organizer reserves the right to remove any member at their sole discretion to maintain the safety and integrity of the community. * **Respectful Interaction:** All members are expected to be polite and mindful of others. Do not make fellow participants feel uncomfortable or pressured. * **Privacy:** Please respect the personal boundaries of others. Do not pressure members for private contact information. **If any member makes you feel uncomfortable, please report it immediately to the organizers: Shin, David, or Ray.** *** ### 📝 Event Details * **Time:** Saturday, 4:00 PM – 6:00 PM * **Arrival:** Please arrive **10–15 minutes early** due to limited seating. * **Entry Fee:** **$3 CASH** (Non-Japanese citizens). This contribution covers monthly meetup hosting fees. * **Photography:** Photos will be taken during the event for our community archives. ### 🇯🇵 日本語でのご案内 メルボルン市内のカフェで、本気で学べる日英言語文化交流会を主催しています。 * **目的:** 日本語・英語の練習、そして同じ目標を持つ友人作りを目的としています。 * **参加費:** 日本国籍以外の方は $3ドル（現金のみ）。 * **ルール:** 迷惑行為やトラブルを起こす方の参加は一切禁止です。主催者の判断により、即座に退会・出入り禁止の措置を取らせていただきます。 * 困ったことがあれば、すぐにオーガナイザー（Shin, David, Ray）までお知らせください。 ### 🔗 Connect With Us * **Facebook:** [facebook.com/groups/progressibu](https://www.google.com/search?q=http://www.facebook.com/groups/progressibu) * **X (Twitter):** [twitter.com/progressibu](https://www.google.com/search?q=http://twitter.com/progressibu)

We have joined forces with the Statistical Society of Australia to broadcast their "Di Cook Award Seminar". **When:** Wednesday 8th of April, 6:30-8:15pm **Where:** 750 Collins St, Room 853, Level 8 (Studio Room) **What:** Free food & drinks while watching the Di Cook Award Seminar! The [Statistical Computing and Visualisation](https://www.statsoc.org.au/Statistical-Computing-and-Visualisation-Section) section of the Statistical Society of Australia proudly presents the Di Cook Award webinar, promoting open-source statistical software development. This event will showcase outstanding work submitted to the [2025 Di Cook Award](https://statsocaus.github.io/dicook-award/). The award winner will present their winning project in a 30-minute talk, highlighting the motivation, methods, and key insights behind their work. Two highly commended applicants will also share their submissions, each delivering a 15-minute presentation that outlines the ideas, approaches, and contributions of their projects. Together, these talks will provide an engaging overview of innovative software development represented in this year’s award submissions, offering attendees the opportunity to learn from and discuss exemplary work in the field. For more information about the award and the event, see the [SSA website](https://www.statsoc.org.au/event-6618285).

Welcome to Serverless Sushi, the hottest new restaurant in town! As their newly hired developer, you've been tasked with revolutionizing their online ordering system. Let's embark on this exciting journey of building a robust, scalable API using Powertools for AWS Lambda. Powertools for AWS Lambda is a developer toolkit to implement Serverless best practices and increase developer velocity. It’s an open-source project that helps implement well architected best practices earlier in the development lifecycle. Learn how to build production ready AWS Serverless APIs that will instantly work at scale and learn about Powertools for AWS Lambda. **A laptop is required to participate.**

**This Meetup account will be deleted soon**, but the **Language Exchange hosted by JAPANEASY will continue to be held every week**. **★Notice: JAPANEASY Meetup Account Closure★** Hello everyone, Thank you very much for always joining JAPANEASY’s Language Exchange events and cultural workshops. We are writing to inform you that the JAPANEASY Meetup account will be closed in the near future. Please rest assured that JAPANEASY will continue to run events and programs as usual. If you are interested in our upcoming activities, please visit the links below: (1) **Language Exchange** https://japaneasy.com.au/events/language-exchange/ (2) **Cultural Workshops** https://japaneasy.com.au/workshops/ (3) **Japanese Lessons (Group courses & Private lessons)** https://japaneasy.com.au/courses/ (4) **日本語教師養成講座** https://japaneasy.com.au/courses/日本語教師養成講座/ We sincerely appreciate your continued support and look forward to seeing you at our future events. Warm regards, JAPANEASY \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- JAPANEASY Japanese Language & Culture Learning Centre Tel：0422-266-308 Address：Level 1, 183 Exhibition Street, Melbourne Email：[reception@japaneasy.com.au](mailto:reception@japaneasy.com.au) Website：[www.japaneasy.com.au](http://www.japaneasy.com.au/) Facebook：[http://www.facebook.com/EasyPeasyJapaneasy](http://www.facebook.com/EasyPeasyJapaneasy) Instagram: [https://www.instagram.com/japaneasymel/](https://www.instagram.com/japaneasymel/) \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-

Hello everyone! Join us for an Apache Kafka® x Apache Flink® meetup on **Apr 9th from 5:30pm**, in Melbourne! The address, agenda, and speaker information can be found below. See you there! **📍Venue**: 394 High Street Northcote, Victoria 3070 \*\*\* **🗓 Agenda:** * 5:30pm: Doors open * 5:30pm - 6:00pm: Pizza, Drinks, and Networking * 6:00pm - 6:30pm: Chad Harris, Solutions Architect, Factor House * 6:30pm - 7:00pm: Stephen Ermann, Senior Customer Success Technical Architect * 7:00pm - 7:30pm: Additional Networking \*\*\* **💡 Speaker:** Chad Harris, Solutions Architect, Factor House **Talk:** Things that go bump in the night: Kafka Operational Issues and How to Survive Them **Abstract:** Most Kafka talks focus on how things should work—this one is about what actually happens in production. We’ll walk through real-world operational issues encountered with Apache Kafka and its clients, from subtle misconfigurations to full “why is everything on fire?” moments. Along the way, we’ll break down how to identify what’s going wrong, which signals actually matter, and how to approach debugging when the system doesn’t behave the way you expect. This talk will also touch on observability, common failure patterns, and practical mitigation strategies you can apply immediately. Expect a mix of technical deep dives, debugging workflows, and a few war stories (including some questionable decisions and log-staring sessions). If you’ve ever wondered whether it’s just you? It's not! **Bio:** Chad Harris is a streaming data specialist and Solutions Architect at Factor House, where he helps organisations design, scale, and operate Apache Kafka platforms using industry-leading tooling. With experience scaling Kafka across organisations ranging from small startups to some of Silicon Valley's largest companies, Chad has been working with Kafka since its early days. He brings deep expertise across both real-time streaming and data-at-rest systems, with a strong focus on practical, production-ready architectures. \-\-\-\-\- **💡 Speaker:** Stephen Ermann, Senior Customer Success Technical Architect **Talk:** From Lag to Smooth Sailing: How Queues for Kafka (KIP-932) Fix Slow Consumers **Abstract:** Slow or bursty consumers are one of the most common reasons Kafka applications end up fighting lag, over-provisioning, and operational fire drills. Traditional Kafka consumer groups work brilliantly for high-throughput stream processing, but they can make it hard to serve heterogeneous consumers, apply backpressure cleanly, or guarantee fair access when some consumers fall behind. In this talk, we’ll explore **Queues for Kafka**, the new KIP-932 feature that introduces native queue semantics on top of Kafka’s battle-tested log foundation. We’ll look at how queues decouple producer and consumer throughput, isolate slow consumers without penalising fast ones, and provide more predictable delivery and scaling behaviour for “task” and “work queue” style workloads. You’ll walk away with: * A clear mental model of how Kafka queues differ from topics and consumer groups * Concrete design patterns for handling slow and spiky consumers * Migration tips for evolving existing Kafka-based services to use queues safely If you’ve ever stared at a lag graph wondering whether to add more consumers, more partitions, or more coffee, this session will show you a cleaner path to smooth sailing with Kafka. **Bio:** Stephen Ermann is a **Senior Customer Success Technical Architect at Confluent**, working with leading financial institutions across APAC to design and operate mission-critical, real-time data platforms. With deep experience in **Apache Kafka**, **Confluent Cloud and Platform**, and surrounding ecosystems like **Kafka Connect** and **Apache Flink**, Stephen helps customers solve hard problems around scalability, reliability, and security in production. They are particularly focused on **RBAC, OAuth, mTLS, and container image security**, as well as emerging **agentic AI** patterns built on streaming data. Outside day-to-day architecture work, Stephen regularly shares practical patterns and lessons learned at meetups and user groups across the region. \*\*\* If you would like to speak or host our next event please let us know! community@[confluent.io](http://confluent.io/)

**言語交流会で取り残されたと感じたことはありませんか？問題ありません！** **Have you felt left out in a language exchange event? Don't worry, we've got your back!** 私たちのイベントでは**しっかりと英語と日本語の時間が区切られているの**で自身の言語のレベルによらず練習できます！**熱々のピザを食べながら**静かな場所で英語や日本語を話して、上達していきましょう！ **With clearly scheduled language sessions,** you can practice the language you are learning regardless of your level! What are you waiting for? Let's practice in a quiet, relaxed space while **having delicious, crispy pizza!** **LOCATION / TIME** **Location**: Cafe & Pizzaro 〒218 Bridge Rd, Richmond VIC 3121, Australia google.com/maps/place/Cafe+%26+Pizzaro/@-37.8185894,144.9953969,17z/data=!3m1!4b1!4m6!3m5!1s0x6ad64390212a3ba1:0x2e4a6b51bdcae368!8m2!3d-37.8185894!4d144.9979665!16s%2Fg%2F11yddttlnb?entry=ttu&g_ep=EgoyMDI2MDIyMy4wIKXMDSoASAFQAw%3D%3D *There are a couple of parking lots nearby.* **Time**: 18:00 - 20:00 Instagram: https://www.instagram.com/cafeandpizzarorichmond/ **場所／時間** **場所**：Cafe & Pizzaro 〒218 Bridge Rd, Richmond VIC 3121, Australia google.com/maps/place/Cafe+%26+Pizzaro/@-37.8185894,144.9953969,17z/data=!3m1!4b1!4m6!3m5!1s0x6ad64390212a3ba1:0x2e4a6b51bdcae368!8m2!3d-37.8185894!4d144.9979665!16s%2Fg%2F11yddttlnb?entry=ttu&g_ep=EgoyMDI2MDIyMy4wIKXMDSoASAFQAw%3D%3D **時間**：18:00 - 20:00 インスタグラム https://www.instagram.com/cafeandpizzarorichmond/ **Participation fees** **$5 (PayID ONLY)** + **1 soft drink and a pizza (CARD or CASH) or anything above $17** *The $5 via PayID will be collected 5–10 minutes after the end of the event.* According to the owner, even a **kid-sized pizza** can fill you up! 😄 If you can't finish your pizza, **it comes in a takeaway box so you can take it home!** Hungry? 🍕 Click below to see the menu! Vegitarian? You're covered! 😋 [https://cafe-and-pizzaro-richmond.nextorder.com/](https://cafe-and-pizzaro-richmond.nextorder.com/) **参加費用** \*\*$5 (PayID のみ）＋ドリンクとピザ一品ずつ　または　合計＄17以上の注文（\*\*カード支払いと現金両方可） (イベント終了5－10分前に参加費としてPayIDで$5徴収させていただきます。） **オーナーによるとお子様サイズでもおなかいっぱいになるとか、ならないとか……** テイクアウト用の箱でピザが提供されるので、食べきれない分はそのまま**持ち帰り可能！！** **Schedule（当日の流れ）** 17:55 - 18:00 pm The organizer will guide participants to a seat and give them a brief overview of the event (主催者が参加者をそれぞれのお席へと案内し、簡単なイベント説明を行う） 20 MIN ENGLISH TIME（英語オンリーの時間） 20 MIN JAPANESE TIME（日本語オンリーの時間） 20 MIN JPN & ENG TIME （英語と日本語ミックスの時間） 19:00pm -SEAT CHANGE (席替え） 20 MIN ENGLISH TIME（英語オンリーの時間） 20 MIN JAPANESE TIME（日本語オンリーの時間） 20 MIN JPN & ENG TIME （英語と日本語ミックスの時間） 19:50 - 20:00 The $5 via PayID will be collected during this time (PayIDで$5徴収させていただきます。） 20:00 - Wrap-up (締めの言葉） **NOTES** * To ensure that everyone gets a chance to practice, **please follow the schedule.** We really appreciate your cooperation. * **RSVP is required to attend the event, as we have limited seats.** * Provided that there are **fewer than 6 participants**, including the event host, on the event day, **we may cancel the event.** In such a case, participants will be informed through DMs. * As seating for the event is limited, RSVPs may be adjusted to maintain a balanced group (e.g., nationality, gender) and ensure a smooth international exchange. We appreciate your understanding. * In the event of a potential natural disaster, we will notify **you by 22:00 p.m** the day before the event regarding whether it will proceed as scheduled. * Please make sure to **check your RSVP status** **after 22:00 p.m. on the day before the event**, just in case. * **Children under 16** must be accompanied by a guardian. * Participation for the purpose of sales, pick-up activities, religious solicitation, or MLM (network marketing) is strictly prohibited. * We aim to provide a comfortable environment for everyone. Any behavior that makes others feel uncomfortable is not tolerated, and participants may be asked to leave and may be restricted from attending future events. * Please avoid RSVP’ing to another event that takes place at the same time as ours. * Please note that we may take photos during the event to show what it’s like. If you’re not comfortable being in photos, just let us know in advance—we’ll be happy to accommodate. * The organizer is not responsible for any issues or disputes that occur after the event. **注意事項** * 参加者全員が練習できるようにするため、区切られた時間に従ってお話していただくことご協力お願いします。 * **人数制限**を設けていますので、**参加登録が必須**となります。 * イベント当日に**参加者が6名未満の場合**、イベントを**中止する**場合があります。その際は、ダイレクトメッセージにてご連絡いたします。 * 座席数に限りがあるため、円滑な国際交流を行う目的で、国籍や性別などのバランスを考慮し、参加状況を調整させていただく場合があります。あらかじめご了承ください。 * 自然災害の恐れがある場合、イベントが予定通り開催されるかどうかにつきましては、前日の**22:00まで**にご連絡いたします。 * **念のため、イベント前日の22:00以降に、ご自身で参加ステータスの確認をお願いいたします。** **16歳未満のお子様**は保護者の同伴が必要です。 * 営業・ナンパ行為、宗教勧誘、MLM（ネットワークビジネス）などを目的とした参加は固くお断りします。 * 参加者の皆さんが安心して楽しめる環境を大切にしています。他の参加者が不快に感じる行為が見られた場合、途中退場や今後の参加をお断りすることがあります。 * 当イベントと同じ時間帯に開催される他のイベントへの同時参加登録はご遠慮ください。 * ＳＮＳでイベントの様子を紹介するため、当日写真を撮影する場合があります。写真に写ることに抵抗がある方は、事前にお知らせください。配慮いたします。 * イベント終了後に発生したトラブルについて、主催者は責任を負いかねます。

Hi Gophers! Join us this April for an evening of Go talks exploring real-world systems, from building a BitTorrent client to running Go on legacy architectures. We are looking forward to connecting with you. * **Agenda** **6:00pm — Food & Networking** **6:30pm — Intro + Go News** **6:45pm — Talks** **8.00pm — Wrap up then head out for kick ons** **🎤 Tom Clancy** **Building a BitTorrent client in Go** BitTorrent, first released in 2001 is a peer-to-peer protocol for file sharing. Its decentralised approach, where pieces of files are exchanged with peers (rather than a central server), is a natural fit for Go's concurrency model. This talk looks at the inner workings of the protocol, how to build your own client, and concurrency patterns for performance. Bio: Tom is a Software Engineer at Megaport, working on their edge networking functions platform (written in Go). **🎤 Sam Hobson** **Compiling Go for Ancient Architectures** Some customers approached Knocknoc asking if we can get our Go agent to run on their old HPUX PA-RISC and Solaris SPARC machines, both unsupported by Go, and we took on the challenge of finding a way to make it work Bio: "I'm Sam, I'm a software engineer of a couple of years working at a startup called Knocknoc on Just-in-time network layer access control software. Please come talk to me about cool stuff you're working on!" * **Interested in speaking at an upcoming event?** We will aim to have a mix of short (\~10min) and in-depth (20-30min) talks. If you’re keen to give a talk on a topic, share a project, or idea, please let us know [bit.ly/GolangMelbourneSpeakersForm](https://bit.ly/GolangMelbourneSpeakersForm)

We meet to learn and practice American Sign Language and to grow our familiarity with Deaf culture. Facilitated by hearing folks (with a connection to a professional interpreter) using Deaf-created content. People of all ASL skill levels are welcome! As we learn, we hope to connect more with the Deaf community in Central Ohio. Join us as you're able! Come regularly or just once - whatever you're looking for! Each meetup will explore different topics related to ASL/Deaf culture, and will feature time to practice conversation with one another. Just bring yourself and a willingness to learn!

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."

AI is changing how art is made. But when does it stop being your work and start being the machine’s? This month we're going to be doing a panel with with digital image, music, and written word artists, talking about at what point, while using AI in the creation process, does the work become not the artist creation? We encourage audience participation during this event that will be moderated by Chris Slee. Whether you’re deep in the field or just getting curious, come connect with others building and exploring AI in Columbus. Sponsored by [Transform Labs](https://www.transformlabs.com/services)

**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 You will need to scan your ID at the door to get a visitor badge. **Abstract** GitHub Copilot is powerful, but what if you could scale from a solo AI assistant to an entire team of specialized agents working in parallel? This session introduces Squad: an open-source framework for multi-agent orchestration that lets you define teams of AI agents with specific roles, responsibilities, and expertise. We'll progress from Copilot basics to the Copilot CLI, explore how Agents add autonomy, and see how Instructions and Skills let you customize agent behavior. Then, the climax: a live demo where a Squad team of 3 agents (Lead, Developer, Tester) stands up and builds a working application in real-time, showcasing true multi-agent collaboration. Whether you're new to AI or exploring how to scale your use of Copilot, this session will show you what's possible when agents work as a team. **YouTube Link** TBD

The Fellowship of the Star Schema: Transforming OLTP Data for Power BI One does not simply build reports on OLTP data. Join us on an epic journey from the depths of raw, normalized tables to the shining halls of a well-modeled star schema fit for Power BI greatness. We will demystify the differences between OLTP and OLAP, walk through star schema vs snowflake (and why Power BI has a clear favorite), and show you the compression differences between normalized and columnar storage that will make you never look at an OLTP model the same way again. We will cover the different types of dimensions, when to use them, and how to handle Slowly Changing Dimensions without losing your mind. You will leave knowing exactly how to identify a bad model, how to convert OLTP data into a clean star schema, and how to forge relationships that rule them all. Whether you are a data wizard, a curious hobbit, or somewhere in between, your models will never be the same.

5th annual Earth Day Celebration! This year (2026) the Celebration is scheduled for April 25th with activities running from 10am-2pm. This is a non-ticketed event. Everyone is welcome! We will have food trucks, Birds of Prey, kids crafts, live music, raspberry plants, apple trees, and of course NATIVE PLANTS! Where: Lynd Fruit Farm, 9399 Morse Rd, Pataskala Ohio 43062 Time: Activities will be from 10am- 2pm. The Market will remain open until 5pm.

**The Data-Driven Brand: Using Analytics to Shape Perception** Can you use analytics to improve tacos? This being CBUSDAW, we think the answer is probably “yes”, but we’re not sure how to implement or test this theory. For our April meetup we’ve got Sara Kear, CMO of Condado Tacos, to investigate this delicious question. Sara will explore how she blends quantitative data and qualitative customer feedback to shape brand positioning and drive business decisions. We all know that marketing and analytics go way beyond attribution. Sara will show how Condado uses customer insights to inform product and pricing strategy. She’ll also highlight how Condado leverages customer feedback at scale to influence operational priorities, positioning marketing as the voice of the customer across the organization. In the last 12 years Condado has gone from one location in Columbus to 52 locations across 10 states, so we’re guessing there’s more to that growth than really good guac (though the guac probably helps). Ultimately, this talk focuses on the intersection of art and science—using data to inform creativity and build a brand that resonates with customers in a measurable way. **About Our Speaker** Sara Kear is Chief Marketing Officer at Condado Tacos, where she oversees brand, restaurant design, menu and pricing strategy, off-premise including catering, and customer data strategy. Since joining in 2021, she has helped grow the brand from 19 to 52 locations while building a data-driven marketing organization focused on loyalty and customer insights. Condado has since been named to the Inc. 5000, recognized as Breakout Retailer by Chain Store Age, and consistently ranked among FastCasual’s Top 100 Movers & Shakers. 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)