API

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/)

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)

Our regular monthly presentation night on the second Thursday of the month from 6:30pm! Thanks to Mantel Group for hosting us again this month. If you're coming in person we're there with food and drinks from 6pm. We will be live streaming the presentations as usual from 6:30pm at [http://www.melbournecocoaheads.com/live](http://www.melbournecocoaheads.com/live) \-\-\- **Agenda** \| 6:00pm \| Food \+ Networking \| \| 6:30pm \| Event begins\. Introductions \| \| 6:40pm \| Chris Hocking — Pretending to be a coder \- Version 3: The world has changed since we last saw Chris… Codex\, Claude and burnout\. \| \| 7:15pm \| TBC \| \| 7:55pm \| Wrap up \+ social time at a nearby venue \| \* All times are approximate. Presentation order will be confirmed on the night. \-\-\-\- We are always looking for speakers and believe everyone has an interesting talk hiding inside themselves. If you are interested in letting that talk out at a future event you can get in touch on the website [https://www.melbournecocoaheads.com/talks](https://www.melbournecocoaheads.com/talks) or on Slack.

Excited to announce our new ADVANCED openplay session during the week at KCARC! Welcome to Melbourne Volleyball Academy. 🤗 **[[WHAT]]** This session is specifically for games only (no training). There will be a cap of 18 players, allowing for 3 teams of 6. Games will be played to 15 points, with a cap at 18 points. These games are intended to be played at a high-intermediate(BB)/advanced(A) level. Please see an explanation of skill levels on our website here: [https://melbournevolleyballacademy.com.au/skill-levels-explained](https://melbournevolleyballacademy.com.au/skill-levels-explained) **[[WHO]]** The session is intended for Intermediate players. Players should be able to: * Have strong fundamentals for all volleyball techniques * Serve receive a majority of serves well & serve over the net consistently * Basic understanding of 5-1, and 6-2 systems (we do not play a pass middle 4-2 system in this session) * Have an understanding of base defense * Know all/most volleyball rules Players that are not of the intermediate(BB)/advanced(A) level will be asked to leave as we want to ensure that all players have an enjoyable time playing. **[[HOW MUCH $$]]** $21 card payment will be processed on the day via square reader (EFTPOS). **[[WHEN]]** The stadium is booked from 6:30 PM-9:30 PM weekly, every Thursday. However, feel free to come early and stretch as the Community Centre is open earlier. Last minute dropouts and no shows will have a zero-tolerance policy going forward. All players are expected to update their RSVP at least 24 hours in advanced if they are unable to attend. This applies to players on the going list and the waitlist. **[[OTHER DETAILS]]** Only those on the “going” list are permitted to play. If you are on the waitlist, or not registered at all, you will not be permitted into the gymnasium.

**🙋‍♀️**Welcome to our THURSDAY Social + language ​exchange meetup. Meet people from many countries and make new friends. 👉We always have between 250 - 350 people attending our THURSDAY event since this event is listed in 3 different meetup groups. 👉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. 🍺: Discounted 15% house beers and wines 🍸: Extra cost for cocktails and spirit 🍲: Food available is to purchase at the bar with 15% discount on menu. 👉**Fee** of **$4.50** to be paid at the entrance OR you can buy anything from the bar. No Limited numbers but RSVP is a must. 🆔 Please carry a Photo ID as you may be asked at the entrance. 👉**Location**: Diesel bar & Eatery. we book the whole Second floor, Capacity of 500 people. and the welcoming table is at the door entrance. No entry from Melbourne Central. only from 202 Little Lonsdale St.

For the next few weeks we will be playing at a new venue - 3rd floor of MIT Mahjong at 139 Franklin St, just a short walk from Melbourne Central! Players of all skill levels are welcome, and no experience is needed. Stop by for one game or play for the whole 6 hours. Warmup and casual gaming from 5 to 5:30 pm, and the first timed and recorded game starts at 5:30 pm. If you want to learn how to play, we can teach, and if you already know how, then join our shuffle and monthly leaderboard! The games schedule is: * 5:00 pm - 5:30 pm: Setup, Freeplay * 5:30 pm - 7:00 pm: Game 1 * 7:00 pm - 8:30 pm: Game 2 * 8:30 pm - 10:00 pm: Game 3 * 10:00 pm - 11:00 pm: Freeplay This event has a $10 fee which you can pay on the night. This money is used to pay for our use of the store space, maintaining equipment and other meetup services, and organising larger events open to everyone! Members get a special discount - ask the organisers for more details. We also take photos and videos at our meetups for posting on social media, you may potentially appear in these. Hope to see you all then! *** Scores tracking: [https://scores.vicriichi.org/](https://scores.vicriichi.org/) The mahjong ruleset we play with: [https://www.vicriichi.org/mahjong-meetups#meetup-rules](https://www.vicriichi.org/mahjong-meetups#meetup-rules) Join us on Discord and connect with other jongers! [https://vicriichi.org/discord](https://vicriichi.org/discord)

## 🇯🇵 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)

***Vibe out with your tribe, out. (No coding experience required or expected!)*** Join us for **Vibe Code & Chill: October Edition** on Sunday, October 5th, 2025. This isn’t your average meetup: no stuffy panels, no boring lectures. We’re here to vibe, imbibe, and make progress on our *projects-de-jour*: from AI experiments to Web3 hacks, AR side projects, or just messing around with next-gen tools. ***New to the crew?*** Expect a warm welcome and friendly face to greet you before introducing you around and helping you find your people. We keep it friendly, fun, and inclusive and with free snacks and drinks, you’re covered. Bring your laptop and your best coding mojo. **What to expect:** * **Chill coding & collaboration:** Bring your laptop and your current coding project. Find a spot in our comfortable booths or at tables with fellow coders. This is a space for hands-on work, casual discussions on the latest gizmos, and helping each other out. * **Free refreshments:** Stay fueled and hydrated with non-alcoholic drinks and a selection of snacks provided by the club. The pub has a great range of meals and drinks if you're looking for something more. * **Headphone-free zone (official hours):** You can code in your own world at home! We have a no-headphone policy for the first hour of the meetup. * **Flexible timing:** You're welcome to arrive early and get started before the official event kicks off at 2PM. and you're welcome to stay and vibe on as long as you like. No sweat if you can't stay the whole time, just pop in and join the fun for as long as you can! Come ready to laugh, learn, and grow with a community that's excited by design, tech, and innovation. This is your chance to make new friends, share ideas, and be inspired by fellow driven and generous minds.

**—— Details ——** We will meet at the starting point, take round trip around the Tan and a short stroll inside the botanical garden. BYO coffee/ water bottle. Dress for outdoor walk. Come along & simply say, "Hi, it's my first time joining the group event." or ask the organiser to introduce you. You can take it slow and start from there. If you enjoy the conversations, take the initative to invite others to hang out over a bite/ drink after. **\-\-\- Running Late \-\-\-** If you are running late, please message at least 30 mins in advance. We will wait up to 15 mins before heading off. We won't be able to keep track of messages once we start. **\-\-\- RSVP / Change of Plan \-\-\-** Change of plan or decide not to attend is absolutely okay. Please do update your RSVP to "NO", so others can have the opportunity to attend. **\-\-\- Intro \-\-\-** Kudos to Friends….Expand Your Social Circle Meetup group is a community of individuals who prefer to take it slow to get to know each other overtime in Melbourne. Join us on a fun journey as we explore cafes, restaurants and bars, including drinks, meals, outings, chilling, cultural exchange, etc. Above all, we’d like to celebrate the importance of friendships. So if you are looking to expand your social circle and explore new adventures and venues in Melbourne, come join us! **\-\-\- Heylo App \-\-\-** We use Heylo App for more fluid communication, including ideas, interest groups, questions etc. Please download the Heylo app from the App store and let the organizer know if you would like to be added to the Heylo Group at the event. We will send an invite to attendees to the group. (give us some time) **\-\-\- Rules \-\-\-** Admin will only add members to the group with a clear profile picture. (No hidden behind sunglasses, masks, drawings) **You might be removed from the group in the case of…** * no show * without a clear profile picture * anti-social behaviour (i.e. acts rude / disrespectful regularly) * take advantage of individuals for personal gain(s) **\-\-\- Privacy \-\-\-** Do not disclose your contact number in this post comment. We will delete your comment/info as soon as we see it to protect your privacy.

**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/) \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-

**Welcome to Badminton Social (羽球匯友) Meetup!** Join us for regular badminton, social meetups, and a great time on the court around Caulfield. Let's build a welcoming badminton community and make some amazing memories together! Whether you are a beginner or a pro, this event is perfect for anyone looking to stay active, make new friends, and enjoy some friendly plays. Our group is made up of both local and international members, creating a diverse and welcoming atmosphere for everyone to join in. Not only will you have the chance to improve your Badminton skills and stay fit, but you'll also have the opportunity to connect with like-minded individuals who share a passion for healthy living and staying active. Come and be a part of our community in Melbourne, where friendships are made on and off the court. **Details as below:** When: 11 April, this Saturday Time: 5pm - 6.30pm Where: Monash Sport Caulfield (1-min walk from Caulfield Station / free parking around the Station) Fee: $12 per head (PayID to the organizer) *#Limited spots - first come first served (RSVP)* *#Please bring your own racket(s); or you can rent it from the Centre (if needed)* ***#Please kindly update your RSVP as soon as possible if you need to cancel, so hopefully others can still get a spot to join. Cancellations within 24 hours or no-shows will be charged the full rate - Many thanks for your understanding and cooperation.*** *#Please let the organizer know after the first play, if you'd like to play regularly with the group ongoing and enjoy exclusive offer - Organizer will add you to our Whatsapp group for the regulars :)* *DISCLAIMER:* *By* *attending any event hosted by this Meetup group, you acknowledge and accept that participation involves inherent risks, including injury or loss of property, and you assume full responsibility for your safety. The organizers are not liable for any damages, injuries, or losses that occur, regardless of cause. You agree to follow any event guidelines, act responsibly, and understand that you are responsible for your own well-being. By attending, you accept these terms.*

❤ **!!MAC LIBRARY MEETUP 12 MARCH 2026 !!** ❤ Tickets - $18 which cover the hosted session from 3pm until 8pm This is our TYPICAL library event if you have not yet experienced one with us before ^_^v \>\>\>\>Strictly no drop ins will be allowed<<<< \>\>\>\>Tickets sell quickly\! Please do not wait to RSVP<<<< Connect with us on Discord for quick responses as there can be a multi day lag via Meetup messages: JOIN MAC DISCORD: [https://discord.gg/C3Ug63F](https://discord.gg/C3Ug63F) ❤**ANIME:** TBA ❤**DATE:** 12 MARCH 2026, SUNDAY ❤**TIME:** Meet at 3:00PM for 3:30PM START \*arrivals after 4.30pm must be pre-organised ❤**START PLACE:** THEATER ROOM (AKA PERFORMANCE SPACE) Docklands Library Main Building Top floor (Library at The Dock) **THE PLAN:** Arrivals take place from 3:00pm for a 3:30pm start!! We encourage you to mingle before our announcements> ice breakers and games > watch party > raffles > close. We will then head to Melb Central for dinner and some quick games afterwards. We encourage our members to support anime artists and producers by purchasing their movies or any full series should they wish to watch the endings. **Some insight for newer members:** It's a natural process to feel a little anxious attending a large event you have never experienced before. During sign ins our hosting team will naturally be busy however our meet & greet volunteers will do their best to say 'Hello' to everyone and perhaps connect you to others. If for some reason this does not happen (because it's really busy), don't fret! Our ice breaker games are designed to help everyone bond over a shared experience. You should expect adults having fun and letting lose whilst being challenged to push some comfort zones which we invite you to do as well! The games are suppose to be silly to help people come out of comfort zones and get to know someone new. We will then take a break to watch anime and we really do encourage you to stay for games after dinner which is when our team gets a breather and a good chance to get to know our newer members better in a quieter setting! We have witnessed many wonderful long term friendships formed at MAC amongst our members - We do hope you join us! **THANK YOU FOR YOUR DONATIONS** A big thank you to everyone who RSVPs - This money helps with the club's upkeep and hiring of the venue! We are completely NOT-FOR-PROFIT and we sincerely appreciate your contributions!! Raffle tickets will be available on the day to further support our MAC community!! ❤\*\*::MELBOURNE ANIME COMMUNITY ONLINE::\*\*❤ You can also join our online MAC Discord Server via the following link to discuss this event and have any of your questions answered. JOIN MAC DISCORD: [https://discord.gg/C3Ug63F](https://discord.gg/C3Ug63F) *Please follow the prompts and provide your FIRST NAME in our #introduce-yourself channel. Providing your real first name helps you build happy healthy long term friendships especially when meeting in person. If you are not able to provide this please kindly provide reasons to @superbec who can help assist.* **IMPORTANT TO KNOW** ❤Everyone is welcomed to MAC events. We ask that all attendees be polite, respectful, and kind to one another. We pride on genuine SAFE SPACE for any one and every one. Our community does not tolerate bad behavior and we are committed to stamping out bullying! If you see bad behavior disguised as "jokes" please call it out or contact the community leaders so we can address this and keep the community a safe space. For more information please see our POLICY on our Discord. JOIN MAC DISCORD: [https://discord.gg/C3Ug63F](https://discord.gg/C3Ug63F) ❤By RSVPing to our events, you automatically agree to our policy and your pictures taken at our events for promotional purposes. If this does not suit you, please let us know during sign in. ❤Our events have a strict 'Respectful Attendance' policy. This means our community will not tolerate drop ins or creation of concurrent events with MAC members during a live MAC event. This is in line with our creating-community values. ❤MAC is committed to being an inclusive space. Where a carer is required, a carer must attend and have a purchased ticket. This is to ensure that all individual needs of a participant can be met during an event. None of the organisers of the event are trained to provide special assistance. ❤\*Release and Indemnity. Please read carefully. This section contains a surrender of certain legal rights. Upon RSVPing to all MAC events, you hereby acknowledge and assume all of the risks in participating in the event and agree to release, waive indemnity, and not to sue Melbourne Anime Community along with any applicable organisers, hosts, and related personnel/venue spaces, and volunteers. This is respect to any and all claims, liabilities, suits or expenses including attorney's fees and costs for any injury, damage, death, lost, stolen, or disposed property or any loss connected to participation of the activity that you may have suffered. Help us improve our community by providing negative or positive feedback!

How about we kick off the best day with a jog and coffee together? Trust me, you won't want to miss out! 🏃‍♂️Training menu🏃‍♂️ Every Sunday 8:00~ Fed Square Assembly 【https://maps.app.goo.gl/zmPQ6U533pUDcNSA9?g_st=ic】 If you have luggage, please consider using the lockers at the station. 💥40~60 min Jog+Walk Pace: Easy pace, suitable for beginners. If you got tired, let's walk together. 【schedule】 8:00 Gathering 8:10 Start 9:00 End of training Challengers we are waiting for you 😊

Pay attention! We’re delaying a week for those of you who may be on Spring break and/or celebrating the holiday. Ok, no pancakes, but waffles-a-plenty. Join the local UX and Digital Design community for a casual monthly breakfast. Look for us upstairs!

Please see below for details of our April 15 event. Visit our [Eventbrite](https://www.eventbrite.ca/e/owasp-toronto-april-2026-tickets-1986283430209) page to RSVP! APIs power virtually every web and mobile application, accounting for over 80% of all Internet traffic. And APIs are under attack. Gartner states APIs have become the “most frequent attack vector," resulting in hundreds of highly successful, high profile breaches. This API security presentation covers 1) why attackers love APIs, 2) real-world breaches (and how they map to the OWASP API Security Top 10), and 3) best practices to keep APIs secure.

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.

SAM BASU IN-PERSON; NOTE: THIS IS THU, NOT TUE AS NORMAL Code is cheap, but software is expensive. Modern AI is a big opportunity to streamline and automate developer workflows for better productivity. There are some challenges though – AI Models often lack knowledge and AI Agents need expertise/guidance to reliably pull off complex workflows. Context is everything for modern AI and you can bring it. Model Context Protocol (MCP) aims to provide a standardized way to connect AI Agents to different data sources, tools and non-public information - the point is to provide deeply contextual information/expertise to AI. Skills are higher-level behaviors and instructional guardrails, that define how and when AI Agents should leverage tools to accomplish something meaningful. Subagents in AI are specialized, task-focused agents designed to handle specific, well-defined tasks within a larger AI system. In terms of the food industry: AI Agent = Chef 👨‍🍳👩‍🍳 MCP Tools = Raw Ingredients 🥔 🥩 Skills = Recipe Cards 📝 📇 SubAgents = Sous Chef 🔪 🍳 Loops = Door Watcher 💂👀 Developer = Restaurant Owner 👑. So, what should developers use to bring context and guardrails to make AI work their way? Well, it depends and sometimes, the answer might be whatever combination makes developers most productive. With official SDKs and well-thought-out guidance, it is a breeze to work with MCPs, Skills or SubAgents. Developers could bring their own data, APIs, services, coding patterns and structured guidance to make AI Agents work their way. And AI Agentic workflows work the same way in IDEs or Terminals, paving the way autonomous ways of getting work done with AI. With contextual expertise to light up unique coding workflows, AI Agents can make developers ultra productive – upwards and onwards.

**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

HeroPress has grown to be a worldwide phenomenon, giving voice to people from dozens of cultures, countries, and backgrounds. This is the story of how it grew from a plea from a young man in India to a source of inspiration for hundreds of thousands of people.

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) Sign up also accessible via [Transform Labs Luma](https://luma.com/55umjqta)