Information Architecture

The MLAI Meetup is a community for AI researchers and professionals which hosts monthly talks on exciting research. Our format is: * 6:00 - 6:20: Socializing * 6:20 - 6:40: Announcements and AI news * 6:40 - 7:40: Talk(s) and Q&A * 7:40 - 8:00 Networking * 8:00: Head to the nearest pub for dinner **THREE amazing talks tonight:** 1. **Chaehan So: “Deep Listening AI: A Psychologist's Blueprint for Building a Virtual Friend”** 2. **Dushan Karovich-Wynne: “aigogo: Packaging AI Agents for Production”** 3. **Adam "Spidey" Purdie & Rohan Nowell: "Meet ABI AI in the real world"** Talk descriptions and speaker bios: **Adam "Spidey" Purdie & Rohan Nowell: "Meet ABI AI in the real world"** **Synopsis:** Andromeda's purpose is to build technology that strengthens connections and preserves purpose in people’s lives. This purpose shapes what we build and how we build it. The soul of the product matters as much as its capabilities, and our values are encoded through everyday decisions. Abi is our friendly humanoid robot who is built for this purpose. Where she most strongly differs from a LLM chatbot is in embodiment, she shares a physical environment with you. This comes with a whole new range of challenges, she doesn’t just need to know what to say to hold a conversation, she now also needs to control her body language through gestures. Spidey and Rohan will go through the purpose of Andromeda, how Abi is driving this and how we incorporate machine learning into her physical communication. **Speaker Bios:** **Adam Purdie Spidey**, Mad Scientist / Engineering Manager. Spidey regular meetup goer is best known for his ambitions to take over the world with an army of robotic spiders - furiously developing the spiders and other cuddly horrors by night, by day Spidey is an Engineering Manager in charge of customer applications and platform automation (SRE/Dev/Sec/Ops) and physical robotics. My team do awesome things and I give them all the direction, certainty and space to do it. **Rohan Nowell** is a Machine Learning Engineer at Andromeda Robotics with over 10 years of experience in robotic and autonomous systems. His broad expertise spans control systems, mechanical engineering, physics modelling, and autonomy, including work on uncrewed defence vehicles and miniature robots from his PhD at Monash University. He is currently focused on the complex challenges of Human-Robot Interaction, specifically optimizing for 'delightfulness' in embodied AI systems. **Dushan Karovich-Wynne: “aigogo: Packaging AI Agents for Production”** **Synopsis:** aigogo ( https://github.com/aupeachmo/aigogo )is an open-source project exploring what it actually takes to package, ship, and run AI agents in real production environments. In this talk, I’ll walk through how to use aigogo to package and distribute a real agent that does useful work. This talk isn’t about a finished framework, but an open exploration of what it takes to package and run AI agents in real production environments. Using aigogo as a concrete example, we’ll look at the practical tradeoffs that show up once AI systems move beyond experimentation and start behaving like deployable services. The session is designed to be collaborative and discussion-driven, drawing on the experiences of engineers and data scientists in the room. The goal is to surface what matters most in practice and to help shape the roadmap for aigogo and similar open-source efforts going forward. **Speaker Bio:** Dushan is the founder of Subrosa AI (www.subrosa.ai), he is building at the intersection of AI, risk mitigation, and governance, with a focus on making AI systems secure, auditable, and trustworthy in production environments. On top of his companies products which address data leakage and governance challenges as well as production-level AI agents, Dushan builds and maintains open-source projects that help people instrument, understand, sandbox and distribute AI agents. Outside of work, he's a lifelong dog lover who has been known to pull over to talk to dogs. **Chaehan So: “Deep Listening AI: A Psychologist's Blueprint for Building a Virtual Friend”** **Abstract:** What if AI could truly listen—not just respond with generic empathy, but recognize when you're avoiding a difficult topic, stuck in a thinking loop, or seeking validation you won't accept? In this talk, psychological-researcher-turned-AI-startup-founder Chaehan So shares what building Virtual Friend revealed about creating AI for deep emotional conversations. You'll discover why common approaches like fine-tuning and RAG fail for psychological applications—and what actually works. Key takeaways: * Why "respond with empathy" prompts don't work (and what to do instead) * How to engineer psychological awareness into AI conversations * The hidden patterns that unfold across a conversation—revealing what someone can't say directly Whether you're building AI products, interested in mental health tech, or curious about the intersection of psychology and AI, you'll leave with practical insights applicable far beyond chatbots. **Speaker Bio:** Dr. Chaehan So bridges psychology and AI to create technology that genuinely understands people. As founder of Virtual Friend, he's building an AI companion specifically designed to support young adults navigating anxiety, loneliness, and life transitions—combining clinical listening techniques with cutting-edge language models. With a Ph.D. in Social Psychology, Dr. So brings psychological research methodology to AI development. His interdisciplinary background spans social psychology (Humboldt University Berlin), engineering (TU Berlin), and management (ESCP France), with previous experience as Assistant Professor of Information & Interaction Design at Yonsei University, South Korea. His mission: making AI that doesn't just talk to you, but truly listens.

Bookings are essential - click the link to book! [Social Archery Night Tickets](https://ecom.roller.app/archeryattack/overlay/en/product/919981?date=2025-10-07) Want to get fit, try a new skill, and meet new people? Try Arrow Tag! This adults only session is for individuals or small groups who want to try it. This public session is exclusively for adults and will include other players. Come solo to meet new people, or sign up with a friend! Please note that a minimum of 6 players is required for a session to proceed. If 6 players have not been booked by 48 hours before the session, it may be subject to cancellation. We recommend booking with friends to ensure the best Arrow Tag experience! Get ready for 120 minutes of adrenaline-pumping Arrow Tag action! Arrive 15 minutes early to sign waivers and ensure you're ready for a fantastic time filled with laughter and excitement. Here's what to expect on the day: * Arrive 15 minutes early to complete waivers. * Enjoy 30 minutes of induction, equipment setup, and expert training on the archery range. * Immerse yourself in the action for 90 minutes in the arena, alongside fellow adventurous archers. What to bring for an awesome experience: * Wear athletic clothing for maximum comfort and mobility. * Don't forget to bring a clean pair of shoes for safety and agility. * If you wear glasses, while most glasses fit within our masks, bringing contact lenses for added comfort during the game is recommended. Get ready to unleash your inner archer and create unforgettable memories. Let the fun and games begin!

Visitors and newcomers are very welcome, please see https://hackmelbourne.com/newcomer-faq/ for more details. COVIDSafe restrictions are also in place, please see https://hackmelbourne.com/covid-19-restrictions/ for the latest. Short walk from Glenferrie train station. Car parking at Hawthorn town hall. Bring a laptop and a project you are working on. There is also a number of group projects that you are welcome to join in. We have starter kits for Arduino, a couple of 3D printers, various tools and equipment available for use. Typically our sessions run from 6:45pm till later in the evening (depending on our members' availability to close) but if you're new please come early.

We are a multi-disciplinary group of PhDs and academic staff who write together regularly and help one another to achieve our writing goals through supportive community, focus and a structure that works. We welcome anyone who wants to get some writing done in a collegial, supportive, encouraging environment. You don’t have to be from University of Melbourne (you don’t have to be from university at all!). We use the Pomodoro method, which means we write in timed intervals of silence, then chat and catch up for 5 mins and repeat the cycle. Arrive when you like, leave when you like. The goal is to keep our writing projects progressing and reduce the isolation that can be part of the academic and/or writing life. **Session Outline:** Welcome: 9.00-9.05 (5 mins) Pomodoro 1: 9.05-9.30 (25 mins). Break: 9.30-9.35 (5 mins) Pomodoro 2: 9.35-10.00 (25 mins) Break: 10.00-10.05 (25 mins) Pomodoro 3: 10.05-10.55 (50 mins) Break: 10.55-11.05 (10 mins) Pomodoro 4: 11.05-11.30 (25 mins) **A note about the format** We don’t host critiques or readings. These events are a safe space for writers of all skill levels and genres to work on their craft, so no one will read or critique your writing. For our full event schedule, visit [https://shutupwrite.com](https://www.shutupwrite.com). **Other Important Details:** WiFi name/password: There is free public wifi available at the Melbourne Connect Superfloor (speak to the concierge for details). University of Melbourne staff and students can connect to the university wifi; staff and students from other universities can join Eduroam using their home institution's log in credentials. Travel / Parking info: Public bike parking along Swanston and Grattan Streets. Tram routes 1, 3, 3a, 5, 16. 16, 64, 67, 72 along Swanston Street (Stop 1) and 19 along Royal Parade (Stop 10). The nearest train station is Parkville Metro Station. Bus routes include 200, 207, 250, 251, 401, 402, 403, 505, 546. There is no public parking available at Melbourne Connect, however the area is well serviced by nearby public carparks, including Cardigan House Parking at 96 Grattan Street and the University of Melbourne Eastern Precinct Car Park at 375 Grattan Street. A taxi rank is located on Grattan Street.

Come talk maths over a drink or two and maybe a meal. If you have any mathsy puzzles, games or toys, bring 'em along. There'll be a puzzle sheet to solve if you wish, but it's not competitive. No maths background necessary, all welcome. Email melbourne@mathsjam.com to join our mailing list for monthly puzzle sheets. The event is very informal so don't worry if you can't arrive exactly at 7:30pm or have forgotten to RSVP (but please do RSVP if you can!).

We are moving to a new platform and will be only running the new platform in 2025. please signup here: [https://www.downtomeet.com/Melbourne-Writers](https://www.downtomeet.com/Melbourne-Writers) The Wharf Hotel by the river. Southern Cross Station is closest. Ask at the bar to find us. Or call us 0403193785. Tonight's Social Evening Schedule: (Ideas welcome) 6pm to 6.45pm: Socializing​​ 6.45pm to 6.55pm: Introduction and overview of the evening by Jim including go-around introduction​​ 6.55pm to 7pm: A word from Mat our founder​​ 7pm to 7.10pm A paired connection question to get people talking with one another​​ 7.10pm to 7.30pm: Guest Topic: Annika is an online creative writing Asst Professor at Seton Hall University in New Jersey, US. She will share her experience publishing a book of poems with a small press. 10 mins talk. 10 mins Q&A. 7.30pm to 8.15pm: Readings section open to all to read out something from their work up to 4 minutes. Feedback optional.​​ 8.15pm to 9.30pm: Socializing. Optional. Many of us love this as a chance to connect personally in a screen-addicted culture. • Come out and meet some like-minded folks who enjoy writing and other entertainment and creative outlets. We'll hang around until at least 8.30pm, but often later. All age ranges, all writing types (and entertainment types), all the way from never writing and up to published authors. • This night is about you. So chat to people, read out your work, give feed back, get to know everyone... Or, feel free to sit back and chill. It's your night, enjoy it how you see fit. **Please only RSVP if you can make it.** **We're booking the area, so we will need you to turn up if you say you are coming.** **We have added an attendee limit, so please update your RSVP if you can not make it.** Thank you, Melbourne Writers. The Wharf Hotel food menu: https://www.wharfhotel.com.au/eat-and-drink Great Links: Facebook: https://www.facebook.com/MelbWriters Website: www.worldwriterscollective.com Twitter: https://twitter.com/MelbCityWriters Blog: http://melbournewriters.wordpress.com **Help us by getting in contact so you can add to these social pages and site - matclarke.author@gmail.com**

Happy New Year Legends! With 2026 well under way now, it’s a great time to pause and see if we have everything we need to make 2026 a kick ass year. To do that, we need to know what we want. Susan will be guiding through some reflection time, a chance to consider where you are at and what you most want from the year ahead. Together we will set some intentions and paths forward. If you aren’t sure what you want from the year ahead, or how to get it, or just want to connect & network with some like minded folks this session is for you! **Agenda (time in Melbourne/AEST)** * 5:15pm Networking * 5:45pm Welcome * 5:50pm Main Presentation & Workshop * 6:30pm Come back together & Share * 6:45pm Networking * 7:15pm Close **This will be a HYBRID event.** **Zoom link -** To be posted 1hr before event starts. **In person attendees -** Someone will be in the lobby to let you up to the meet up floor via the lifts near Australia Post. Contact organisers on the community Slack (preferred) or Meetup if you need access to the venue after 5:45pm **Our Speaker** **Susan Brander** Susan is currently the co-founding CTO at Kaleida, a start up that is passionate about building diverse, high performing tech teams that represent the Kaleida-scope of society. She has a strong history of leading teams that balances the need to experiment and learn in an emerging market with reliability expected of customer focused systems. She is also an organiser of Tech Leading Ladies, a community focused on bridging the gender gap in technical leadership.

The Naarm Solarpunk Meetup presents this special event to kick-off 2026. Our two speakers will take you through the high hopes that many of us had for the impact of the web on society, and the reality of corporate enshittified platforms that are destroying our ability to connect with our communities while building every more polluting data-centers. Please join us for an interesting evening as we walk through these ideas and meet like-minded people who care about using technology in service of **Sustainable**, **Resilient** and **Just** futures. **Reclaiming the Open Web** [Milly Schmidt](https://www.millyschmidt.me/) In the 2000s, a generation of nerds got online and found a wonderful place where you could learn to code, make things, share your art, be part of communities and feel welcomed. We blogged, we vlogged, we shared, we posted, we followed and we were followed. We found a beautiful world where we could connect with our friends and make new ones, all across the globe, and find the people who liked the same things we liked and feel less alone. We signed up for platform after platform, excited about the promise of a hyper-personalised web, where we would see recommendations and content based on our specific interests. We knew there might be some risks, but we thought it was worth it. In the 20 years or so since then, things have changed. The platforms that once connected us have mutated, transformed under a grim late capitalist ethos to be not just extractive, but no longer even for us. How do we get out of this mess? How do we find our way back to the promises of the early web, where we could connect with communities, friends and family, find joy and creativity and learning? And more importantly, what principles should we hold to ensure we don't make these mistakes again? **Neighbourhood-First Software** [Jade Ambrose](https://jade.hopepunk.me/) A vibrant ecosystem of open-source alternatives to big tech walled gardens is a critical part of building the free and open internet that we want, but technical requirements mean that this software is often only run by a small group of skilled enthusiasts. Neighbourhood-First software is hosted in cycling distance of your house, by volunteers in your local community, for the benefit of those less technical. In this talk, Jade will present a manifesto of Neighbourhood-First software, and discuss how it can help support local-first software, the Fediverse, and other key open source initiatives while also providing local resilience in an age of climate uncertainty. \-\-\- These talks were both previously given at Everything Open 2026, and don't require technical knowledge. We will provide some plant-based nibbles. Probably not enough for dinner, please feel free to bring anything of your own that you'd like to eat. This event will be hosted on the stolen, unceeded lands of the Wurundjeri people of the Kulin Nation. **Always was, always will be, Aboriginal land.** **Accessibility info:** Balam Balam place is wheelchair accessible via lift. Wide corridors and accessible toilets are situated on each level. The grounds are entirely accessible via flat concrete paths and ramps. Mask wearing is very welcome. Our speakers will be unmasked while presenting. Please let us know if there's anything we can do to help you feel more able to attend this event.

**AJ Bajada & Danidu Weerasinghe - What's new in Azure and GitHub** A fast, practical tour of the newest innovations across Azure and GitHub. We’ll break down the latest cloud capabilities, AI‑powered developer tools, security enhancements, and DevOps integrations that are transforming how teams build and ship software. **Dylan McCarthy - Managed DevOps Pools - Simplifying Build Agents for Azure DevOps** Managing build agents for Azure DevOps has always been a bit of a pain, requiring teams to create VMs or VM Scale Sets, maintain their images, manage spinning up and down resources to manage cost and build times. In this talk I want to show you how you can abstract away a lot of that pain by using Managed DevOps Pools. I will walk you through what the service is, it's features and then show you how to connect a pool to an Azure DevOps environment.

Join us for an open outdoor conversation about everyday experiences with services, technology, and public spaces. No talks, no experts; just shared stories and perspectives. **Please reserve your spot for free at [Eventbrite](https://www.eventbrite.com.au/e/discussion-circles-lets-talk-design-and-experiences-tickets-1982672886977?aff=oddtdtcreator).** **👏 Who should come?** Everyone! **You don’t need a design background** \- curiosity is more than enough\. Feel free to come with friends\, colleagues\, or just bring yourself\. **🗣️ How it works** * Everyone **gets a card with a question** * You can stand or sit in small circles * One person reads the question, anyone can respond and **start a discussion** **📍Location and time** We will meet just outside the **Kere Kere Green Cafe & Visitors Centre** in the large grassy area (to the left of the building when you are facing the building’s entrance). **We'll start at 4pm.** I'll arrive at 3.45pm and will have a sign so you can spot me easily. If you prefer to sit down, please bring a blanket. **👩‍💻 About the Host** This event is organized by [Aria](https://www.linkedin.com/in/aria-cairo/ "https://www.linkedin.com/in/aria-cairo/"), a UX designer and a service design student who loves meeting people and introducing them to the world of design. **🌤️ Weather** In case of heavy rain or temperatures over 35°C, the event will be canceled. **📷 Photos** Photos will be taken during the event for use on social media, and in written articles. By attending, you acknowledge and agree that you may appear in photos that are publicly shared. If you prefer not to be photographed or recorded, please inform the organiser. **ℹ️ Disclaimer** This is a free, informal gathering held in a public space. By attending, you acknowledge that you participate at your own risk. The organiser is not responsible for any injury, loss, damage, or personal belongings during the event. The organiser is not responsible for supervising attendees at any time. The event is not suitable for minors.

Hey all, please join us for our February Edition of the Melbourne Data Eng meetup. Join us for an engaging session filled with exciting discussions and networking opportunities. Don't miss out—RSVP to secure your spot. Please reach out if you'd like to host us! 🎉 🏠 Location: Stone & Chalk Melbourne 🍕 Catering: Easygo 😊 💬 Join our Slack Group here: [Data Engineers Slack Channel](https://docs.google.com/forms/d/e/1FAIpQLSd09iTwpNulQH0b1BdslM1RzgImOGlX4WgOx6_rzvmVANwGmw/viewform) **Schedule:** \- 5\.30pm: Doors Open \- 6\.00pm: Announcements and Welcome \- 6\.10pm: 1st Talk \- 6\.40pm: 2nd Talk \- 7\.10pm: Networking \- 7\.30pm: Doors Close **Speakers:** 🎤 Anirban Roy Chowdhury, SD2 - Data engineering @ Easygo **Talk Title**: Multi tenant/region data engineering **Talk Summary**: Servicing multiple markets and challenges faced in multi-tenant architecture. **Speaker Bio**: Anirban is a versatile data professional with cross-industry expertise. Beginning his career as a software engineer at BlackRock in Delhi, India, he pursued his passion for data by relocating to Australia to earn a Master's in Data Science from Monash University. With experience spanning retail, consultancy, and real estate technology sectors, he specialise in bridging the gap between data insights and business outcomes. His work focuses on empowering organisations to implement data-driven decision-making processes that deliver measurable results. Through his practical approach to data engineering, he helped his teams to transform raw information into strategic assets that drive business growth. 🎤 Muhammad Ali, Sr. Solutions Architect at ClickHouse **Talk Title**: Engineering for Real-Time User-Facing Analytics **Talk Summary**: Building a dashboard for a dozen internal analysts is a solved problem. Building an analytical feature for a million concurrent users is an engineering nightmare. The fundamental laws of data processing change when we move analytics from the "back office" to the "front end”. In this session we will discuss engineering demands for building web facing low latency realtime analytics, and how to accomplish it without breaking the bank. **Speaker Bio**: Architecting the next generation of real-time AI workloads and observability If you'd like to **present** at future meetups, please submit your talk [here](https://dataengbytes.com/forms/meetup-talk)! Remember to bring along some great questions! See you all there...

Join link: [https://teams.microsoft.com/meet/41790991030013?p=F3QrbogyC5Iyss1AtF](https://teams.microsoft.com/meet/41790991030013?p=F3QrbogyC5Iyss1AtF "Meeting join") **Details** Join us for networking, drinks and a good time catching up with fellow Power BI and Microsoft Fabric enthusiasts **Agenda:** 5:30PM - 6:00PM Welcome and Networking 6:00PM - 7:00PM Speaker Session **Topic:** From Bronze to Gold: A Practical Testing Strategy for Microsoft Fabric **THE SPEAKER -** Mikhail Koptelov **THE SESSION** Testing in Microsoft Fabric requires different strategies depending on where your logic lives. In this talk, we explore how to apply unit and contract testing across the Fabric stack: * Pipeline unit tests for reliable orchestration and data movement * Python notebook testing using both notebook-first and package-first approaches * SQL contract testing to ensure downstream dependencies remain stable By the end, you’ll have a practical blueprint for building robust, testable Fabric workloads from Bronze to Gold. **Pre-requisites**: Basic understanding of Fabric and python **Sponsors:** **Vivanti** A big thank you goes out to our sponsor, Vivanti, for their support of this Meetup; providing the venue as well as drinks for attendees. **Sirius Technology (https://www.siriuspeople.com.au/)** A big thank also to our co-sponsor, Sirius Technology, for their ongoing support of our Meetup and providing us with food for each event. Sirius Technology recruits across all Technology Disciplines from Development (Front and back-end), Testing, Network, and Security, Project Services (PM's, BA's, Project Coordinators) & Data - across all technology stacks. **The Power BI Developer Checklist** You can download Greg's Power BI developer checklist here: [Power BI Report Development Checklist](https://www.dearwatson.net.au/checklist)

**Hck4G#0x13 – Trust, But Verify: Testing Cybersecurity Controls with MITRE ATT&CK** доверяй, но проверяй A cybersecurity meetup for the community, by the community. Hck4G is a not-for-profit organisation focused on disrupting the human impact of cybercrime through awareness, intervention, education, victim support and referrers and diversion. Our monthly meetup events aim to create ethical pathways, real-world skills, and building defenders communities who understand context — not just tools. *** **PLEASE REGISTER HERE!!!!** https://shorturl.at/QFPAI **About the Session** How do you know your security controls actually work? This session is designed for: * **GRC professionals** looking to move beyond tick-box compliance and Excel security questionnaires * **Security engineers** who want practical ways to validate control effectiveness * **Security leaders** responsible for assessing the performance and maturity of their organisation's risk posture * Anyone curious about threat-informed defence, MITRE ATT&CK, or how cybersecurity controls are tested in the real world The talk will explore how to apply **threat-informed defence** to test cybersecurity controls in real-world environments. Using the **Information Security Manual (ISM)** and the **MITRE ATT&CK framework**, we’ll walk through threat modelling, control selection and tailoring, and how to evaluate whether your controls genuinely mitigate common adversary tactics. The session will finish with a **hands-on small-group exercise**, where attendees will work together to threat model a scenario, select relevant ATT&CK tactics, and determine how those controls could be tested. *** ### **What You’ll Learn** * Why compliance does not equal security * How threat modelling differs across organisations and environments * How to apply ISM guidance for system hardening and procurement * How to focus on the most relevant MITRE ATT&CK tactics and techniques * An overview of Atomic Red Team techniques for servers and desktops * How to practically assess and validate control effectiveness You’ll receive a copy of the presentation, including links and resources, so you can start applying a **~~“trust, but verify”~~ "Zero-Trust"** approach in your own organisation. *** ### **🍕 Bonus** Best cyber pizzas in Melbourne, courtesy of **CyLynk**. *** ### **Event Information** **Date:** Wednesday, 18 February 2026 **Time:** 5:30 PM – 7:30 PM (AEST) **Location:** Building 80, 435–457 Swanston St, Melbourne VIC 300 **Cost:** Free (registration required) **Catering:** Food and drinks provided *** ### **Livestream Watch Parties** * Ghana (WAT+2) * Nigeria (WAT+1) Livestream links will be shared with registered attendees **24 hours before the event**. *** ### **Speaker – David Dowling** David has 18 years of experience in the IT and cybersecurity industry, beginning his career in Launceston, Tasmania, and working across Seoul, San Francisco, and now Melbourne. He holds the Certified Information Systems Security Professional (CISSP) and SABSA Chartered Foundation (SCF) certifications, along with a range of vendor certifications including Microsoft, Qualys, Netskope, and Splunk. David began his career working for SIEM, WAF, and endpoint vendors before moving into MSSP environments, and has since completed the “circle of life” by working in security accreditation and operations at a vehicle manufacturer in Geelong. This background gives him a unique perspective across vendors, service providers, and in-house security teams. Outside of work, David has teenage kids, a very active poodle named APT p00py who enjoys walkies and being bad at CTFs and serves part-time as an Artillery Forward Observer in the Australian Army Reserves. *** ### **What to Bring** * Laptop with internet access * Minimum 8GB RAM * Curiosity and a willingness to ask questions *** ### **Event Schedule** * **5:30 – 5:40 PM:** Welcome, Intro & Networking * **5:40 – 6:00 PM:** Networking & Cyber pizzas 🍕 * **6:00 – 6:45 PM:** Presentation * **6:45 – 7:00 PM:** Small-group exercise *** ### **Thanks to our Sponsors** [RMIT University](https://www.rmit.edu.au/) \- Worldclass certificates\, degrees\, Masters and Postgraduate programs\. [BridgeLynk.io](http://BridgeLynk.io) \- Attack Informed Cybersecurity Services for NFP\, SMB and Enterprise [CyLynk.com](http://CyLynk.com) \- Job\-Ready cybersecurity training led by expert coaches\.

Please register for this event [here](https://factorhouse.io/events/melbourne-workshop-building-resilient-event-driven-systems-with-kafka-and-flink). **Go beyond theory and build a production-ready event stream** Join us for a practitioner-led, hands-on workshop where you'll design, build, and operate a complete real-time operational system from the ground up. We're teaming up with NetApp Instaclustr and Ververica to run this intensive half-day workshop. **What You'll Build** A resilient, real-time operational backbone powered by a Quarkus API, Kafka Streams, Apache Kafka®, and Apache Flink®. You'll implement a stateful order processing and inventory management system that processes live events in real time, the kind of critical infrastructure that powers payment processing, fleet coordination, inventory systems, and customer-facing applications across industries. **Two Architectural Patterns, One Mission** You'll implement and contrast two powerful approaches to building event-driven systems: **\- Pattern 1: Direct Event Publishing** Build a pipeline where the API writes events directly to Kafka, with a Flink job managing downstream state. Experience the challenges of application-level dual writes in real time. **\- Pattern 2: Change Data Capture \(CDC\)** Refactor for resilience by capturing database changes with CDC. Your API simplifies to database-only writes while Flink handles event publishing, demonstrating how CDC decouples applications from event pipelines and creates more robust data flows. **Operate With Confidence** Integrate **Kpow** and **Flex** to gain deep visibility into your Kafka and Flink data flows. You'll learn how to make your streaming systems more observable, accessible, and operationally efficient, skills that translate directly to production environments. **Who Should Attend** Software and data engineers, platform/SRE teams, and architects adopting streaming and event-driven architectures. Whether you're building payment systems, logistics platforms, or real-time analytics, this workshop gives you practical experience choosing the right patterns for your workloads. **Please note:** Spots are limited and attendees in engineering roles will be prioritised to ensure an optimal hands-on learning environment.

Christians in Tech is a community at the intersection of faith and technology. Our meetups are designed to spark meaningful conversations, promote knowledge sharing, and encourage growth—both in your career and your spiritual walk with God. Whether you're an experienced professional or just starting your tech journey, CIT welcomes you. Our Website [https://linktr.ee/citcbus](https://linktr.ee/citcbus) Sponsors and Partners * Improving (Venue Sponsor) * Bethel World Prayer Center (Fiscal Sponsor) * Fruits & Roots (Coffee Partner)

**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** *Spec-Driven Development with GitHub Spec-Kit: From Intent to Implementation* Spec-driven development flips the traditional workflow on its head: instead of code being the source of truth, the specification becomes the backbone of design, collaboration, and delivery. In this session, we’ll explore how GitHub Spec-Kit enables teams to treat specifications as first-class artifacts—living documents that drive architecture, implementation, and verification. You’ll learn how Spec-Kit helps teams clearly express intent using structured, version-controlled specs that live alongside code. We’ll walk through a practical workflow that starts with defining system behavior and constraints, then progressively refines those specs into testable, automatable outcomes. Along the way, we’ll show how specs can reduce ambiguity, improve cross-functional collaboration, and make design decisions explicit before a single line of production code is written. This talk will cover: --What spec-driven development is (and what it isn’t) --How GitHub Spec-Kit fits into modern developer workflows --Using specs to align product, engineering, and AI-assisted development --Real-world examples of turning specs into implementations with confidence Whether you’re building greenfield systems, integrating AI into your stack, or trying to reduce costly rework, spec-driven development offers a scalable way to move faster without sacrificing clarity. Attendees will leave with concrete patterns and a clear mental model for adopting GitHub Spec-Kit in their own projects. **YouTube Link** TBA

This meeting will be an open discussion about the book "an Immense World" by Ed Yong

Christians in Tech is a community at the intersection of faith and technology. Our meetups are designed to spark meaningful conversations, promote knowledge sharing, and encourage growth—both in your career and your spiritual walk with God. Whether you're an experienced professional or just starting your tech journey, CIT welcomes you. Our Website [https://linktr.ee/citcbus](https://linktr.ee/citcbus) Sponsors and Partners * Improving (Venue Sponsor) * Bethel World Prayer Center (Fiscal Sponsor) * Fruits & Roots (Coffee Partner)

Join the Columbus AI community for our quarterly gathering — a casual, community-focused evening where everyone has a chance to share, learn, and connect. These open mic–style events give anyone in the community up to **5 minutes** to present a project, share a tool, pose a question, or offer a perspective on the evolving AI space. No slides required — just a welcoming space to exchange ideas and keep the local AI conversation moving. If you’d like to take the stage, message **Chris (the organizer)** with a **title and short description** of what you’d like to share. 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)

Rev. Steven Clevenger is an ordained spiritualist minister with over 40 years experience as a Spiritual Healer, Clairvoyant and Spiritual Teacher, educated and trained at the White Lily Chapel. Rev. Siobhan Wolf Shaffer is an ordained spiritualist minister and certified medium and healer with over 20 years experience. She began her development in 1988 in Pennsylvania and continued when she moved to Ohio in 1998 where she studied at Rays of Lights Church with Rev. Steven Clevenger. Our full worship services consist of an inspirational lecture, healing meditation, and messages from the spirit world that serve to demonstrate evidence of eternal life. Please visit our Official Church Website (http://raysoflightchurch.com) for more information.

Please join the Columbus Atlassian Events Team for an evening program where we show you how we are using the Atlassian tools to track, manage and collaborate with others on our hobbies, From Jira & Confluence and Lego, to Tabletop gaming and Trello to miniature painting and Jira. Join the Columbus Atlassian leaders as they walk you through how the Atlassian tools enhance their passion projects.   We'll go over space structures, lessons learned as we built and tracked our project and how it helped us organize group adventures.   Looking forward to sharing our fun with you!Please take note of the New Location and Time of the event. Pay Parking can be found on street, and in locations marked. Agenda --- Speakers Kimberly Deal - Columbus Atlassian User Group Leader Greg Sprowls - Columbus Atlassian Community Leader Kevin Stanley - Columbus Atlassian User Group Leader Moderators Kimberly Deal - Columbus Atlassian User Group Leader Greg Sprowls - Columbus Atlassian Community Leader Kevin Stanley - Columbus Atlassian User Group Leader Hosted By Kimberly Deal, Atlassian User Group Leader Kevin Stanley, Chief Everything Greg Sprowls, Agility Lead --- Global Partner Atlassian (http://atlassian.com) Millions of users globally rely on Atlassian products every day for improving software development, project management, collaboration, and code quality. For over a decade, Atlassian customers have come together to network, share ideas, solve problems, and find new ways to use Atlassian products. Today, more than 15,000 people take part in Atlassian community events in more than 30 countries. --- Complete your event RSVP here: https://ace.atlassian.com/events/details/atlassian-columbus-presents-for-the-love-of-atlassian-using-atlassian-to-manage-your-passion-projects/.