Immutable Infrastructure

Hi Architects, Welcome to our next AWS Melbourne Well-Architected User Group Meetup for 2026, including more exceptional speakers and topics! :-D At each meetup we covered off various pillars in detail, best-practices and insights from industry leaders that specialise in the Well-Architected Framework. And giving away drones, of course. Lots of drones. **Please also note that AWS Security now requests a company name and company email where it is available. If you are a student, please list your institution and your student email address at that institution 👍** We’ll be updating throughout the month with more speakers and our speakers so far this month include: * **Mystery Speaker** **Well-Architected Agents** In this talk we will go into the detail of not only the launch of the first Well-Architected agents from both AWS and other AWS partners (and what they can and can't do) but will also go through best-practice agentic architecture as verified by AWS senior architects. This month's menu will include: * Pizzas * Beer: Nastro Azzurro * Wine: Big and red 🤤 NB: Please check in up the stairs from the ground floor to the Mezzanine Level. So come join us at 5:30 for a 6pm **SHARP** start, followed by beer, wine, pizza and friendly networking after our talks :-) (Please note that by registering to attend you agree to your details being shared as and where required with Amazon Web Services and AWS Well-Architected User Group partners)

Come join us and practise public speaking! All levels are welcome. Take the first step to overcome your fears, build confidence and learn to speak with impact in a friendly, supportive and encouraging environment. Start you public speaking journey with us now to improve your communications skills and elevate all aspects of your life. Please arrive 10 minutes early so we can settle everyone in for a 5.30pm start. See you soon!

**Please sign up using Luma -** https://luma.com/x9tq0e88 A series of lightening talks on the topic on **The Measurement Problem** *"Are You Measuring the Right Things? SLOs, Toil, and the Metrics That Actually Matter.* After these talks we'll open the floor for discussion and Q&A with our presenters. **SCHEDULE** **5.30pm** 🍕Doors open – food and drinks served **6:00pm** ⚡️Three talks and Q&A and discussion with speakers **7:00pm** 🍻 Networking and drinks **7:30pm** 👋 Doors close

Want to be able to articulate your thoughts with clarity and precision? Want to overcome your public speaking anxiety and become a confident presenter? Want to develop leadership skills and become a better communicator? Join Chadstone Oaks ToastMasters Club! Toastermasters is a not-for-profit organisation that is run by volunteers. We provide a supportive and positive learning experience in which members are empowered to develop communication and leadership skills, resulting in greater self-confidence and personal growth. We have meetings regularly, each meeting has a range of activities for you to participate in, such as impromptu speaking, prepared speech, etc. You will also receive constructive feedback which helps you improve your performance. Guests are welcome! We offer three meetings for free to our guests before joining as a member, so you can get a taste of how ToastMasters works and decide if it's right for you. When: 1st and 3rd Wednesday, 7.30pm-9.30pm Where: 22 Rob Roy Rd, Malvern East, VIC 3145 Visit our website to find out more: https://chadstoneoaks.org.au/ Send us a contact form through our website to reserve your spot if you'd like to attend our meeting as a guest.

**Would you like to improve at public speaking, in a fun, supportive environment?** Come along to Toastmasters to learn how to write and deliver speeches, and have fun doing it! Please visit [www.maccabitoastmasters.org.au](http://www.maccabitoastmasters.org.au/) and register your interest to attend in person via the **Contact Us** tab on the webpage. We kindly ask that you arrive on time to avoid any disruption to the meeting. **About Maccabi Toastmasters** Maccabi Toastmasters encourages people of all ages and backgrounds to overcome public speaking nerves and to become confident and accomplished speakers! * Would you like to improve your public speaking and presentation skills for work or school? * How about overcoming the anxiety and challenge of providing constructive feedback and performance evaluations at work? * Maybe you're looking to change jobs and would like to brush up on your communication skills and really impress the interviewer? * Are you feeling anxious about an up-and-coming speech you have to give at a special event? A Birthday, Wedding, Anniversary, Bar Mitzvah/Bat Mitzvah, Engagement Party or Corporate function? * Would you like to improve leadership skills? * Maybe you're just looking to have fun by sharing your thoughts and stories in a entertaining and friendly social environment? If you answered YES or MAYBE to any of the above, then you've found the right club! Join us at our next meeting and see how friendly and entertaining our club is. Just come along and have some fun! **What to know before attending a meeting** Please **visit www.maccabitoastmasters.org.au/directions.html** for meeting information and directions. Our website is a great starting place to find out more about the club and what to expect when attending your first meeting. To assist us in running the meetings smoothly, we kindly ask you register your interest at least one day before attending. Please note that video recording of the meeting or speaker is not allowed, with exception granted only by written permission from the club executive committee.

A gentle exploration of how the nervous system responds to stress, and how it can become easily overwhelmed when life feels full and fast, Together, we'll explore how creating moments of inner space can support the nervous system in softening. settling, and returning to balance. Join us as we explore how cultivating inner space can be an ingredient to sustainable long-term wellbeing. Our Community Conversations are designed to build a warm and inclusive space, facilitating meaningful discussions and sparking positive initiatives in our neighbourhood. Each session involves a short presentation, followed by open and shared conversations, socialising, and light refreshments. Everyone's voice is welcome in this uplifting discussion. Come share your thoughts and help us celebrate the beauty of our shared humanity! This is a free event and all are invited to attend.

The Basic building blocks to learning and communicating is the written and spoken language. If you or your child cannot express your thoughts and ideas well, you will be shut off from the fruits of understanding and success in life. The fundamentals of speech and writing (grammar) has always been taught as a complicated, confusing and constricting set of rules. We have simplified it for you. If you or your child are struggling with English then this briefing is for you. See you there!

Join us in Melbourne for an event bringing together integration architects, enterprise technologists, and AI practitioners from across Victoria and beyond. Whether you're evaluating the next generation of AI enterprise gateways or looking to deepen your network in the hybrid integration space, this is the room to be in! Venue: IBM Design Hall in Melbourne, Level 28 Hosted by: IBM Australia

Want to be able to articulate your thoughts with clarity and precision? Want to overcome your public speaking anxiety and become a confident presenter? Want to develop leadership skills and become a better communicator? Join Elsternwick ToastMasters Club! Toastermasters is a not-for-profit organisation that is run by volunteers. We provide a supportive and positive learning experience in which members are empowered to develop communication and leadership skills, resulting in greater self-confidence and personal growth. We have meeting regularly, each meeting has a range of activities for you to participate in, such as impromptu speaking, prepared speech, debate,etc. You will also receive constructive feedback which helps you improve your performance. Guests are welcome! We offer three meetings for free to our guests before joining as a member,so you can get a taste of how ToastMasters works and decide if it's right for you. When: 2nd and 4th Thursday, 7pm-9pm Where: 450-452 Kooyong Rd, Caufield South Visit our website to find out more: https://elsternwick.toastmastersclubs.org/ Send us an contact form through our website to reserve your spot if you'd like to attend our meeting as a guest.

**Event Confirmation Form (NEW LOCATION)!** ➡️ We kindly request you fill out this **event confirmation form** to confirm your attendance for the event and your dietary requirements - [https://forms.gle/3KHTRMddqW2RXvig9](https://forms.gle/3KHTRMddqW2RXvig9) \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- ## **What's On? 👀** **Speaker:** Paul McCarty **Title:** Rise of the AI Anti-Patterns **Abstract:** AI full-stack “vibe coding” platforms repeatedly converge on the same default stacks and the same failure modes. When your agent encounters an obstacle, it chooses the easiest path to get around it, which often means doing the bad security thing. If you know where to look, these "bad things" coalesce into several standard "AI anti-patterns". This talk will dive into these anti-patterns and underscore why you need consistent security tooling, because the agent can (and will) make insecure choices to satisfy the prompt. ## **Location** 📍(NEW!) Origin Melbourne M01, Ground Floor 321 Exhibition St Melbourne VIC 3000 ## **Agenda ⏰** * 5:30 - Food is served * 6:15 - Session start * 7:30 - Post-event networking \-\-\- Note: Please complete the event confirmation form: [https://forms.gle/3KHTRMddqW2RXvig9](https://forms.gle/3KHTRMddqW2RXvig9)

**Generative AI for Developers Meetup 2026** ***Building AI Applications with Agentic AI, GenAI Workflows & Multi-Agent Systems*** We’re gearing up for another massive night on **Thursday, 14th May**. We’ve got an incredible lineup of speakers, a hands-on agenda, and our wonderful MC, **Annemarie Boicovitis**, to guide us through the evening. **📅 AGENDA** 1️⃣ **Implementing Voice AI Agents** **David Galtieri (DepthNode)** David has been deep in the trenches implementing AI chatbots for enterprise. He’ll share insights on moving beyond text and the mechanics of deploying production-ready Voice AI. 2️⃣ **Round Table Discussion: Is software engineering dead?** **Featuring event host Dr. George Vossos** A community-wide debate on the existential questions facing developers today. George will be joining the panel to dive into how AI-augmentation is shifting the role of the engineer. 3️⃣ **The New Agentic Skill Set & Hiring Trends** **Joh Leonhardt** Our regular AI futurist breaks down what "agentic skills" actually look like in practice and exactly what the industry is looking for in its next wave of AI hires. 4️⃣ **Zero to markermate.ai: The Reality of Building an AI SaaS** **Ryan Sinnott** One of our founding members, Ryan, tells the "real story" of building and launching his own AI SaaS—the technical hurdles, the pivots, and what it actually takes to get to market. *** Whether you're a seasoned dev or just curious about the agentic future, come for the technical insights and stay for the networking with Melbourne’s AI community. *** 🌍 **Live-streamed globally** — YouTube link shared on the day (EU + US welcome!) \-\-\- **Why attend?** If you’re building (or about to build) agentic AI systems, this is the room where you’ll pick up reusable patterns, avoid common traps, and meet others shipping in the same space - developers, data folks, founders, and technical leaders. RSVP here: https://www.meetup.com/genai-for-developers/

Hi Gophers! We have started planning our May event at Atlassian. * **Agenda** **5.45pm — Food & Networking** **6:30pm — Intro + Go News** **6:45pm — Talks** **8.00pm — Wrap up then head out for kick ons** * **Talks** **🎤 Tristan Penman** **Robotics in Go** This talk will show how Go can be used for small networked robots. Everything will run natively in Go, on a Raspberry Pi using a simple MQTT message bus. In this whirlwind tour, we'll also see how Gobot and Periph can be used to perform IO. We'll finish with a sneak peek at how TinyGo can be used offload timing-critical IO to a microcontroller. **🎤 Yann Vigara** **Developer Onboarding That Doesn't Suck** You probably have a Makefile. It probably has a step that installs golangci-lint. Maybe goreleaser. Maybe buf. Maybe something someone added in 2022 that nobody's touched since and everyone's too scared to remove. And when a new dev joins the team, they clone the repo, run the Makefile, hit an error on step 3, spend 45 minutes debugging something that has nothing to do with the actual product, and then quietly wonder if they made a mistake joining. This month I'll show you how to fix that. Mostly terminal. Mostly live. Probably a few things that will go wrong in interesting ways. * **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 will show how to build custom agents with Microsoft Agent Framework. Attendees will learn how to build and custom host agents when Microsoft Foundry is not a viable option.

Customer identity resolution becomes increasingly complex as organizations scale across multiple systems, regions, and data formats. Traditional rule-based approaches often fail to keep up with data variability, require constant manual tuning, and struggle with real-time processing needs. This session presents a practical approach to building a scalable identity resolution pipeline using AWS services and modern AI techniques. The architecture combines data ingestion through Amazon S3 and AWS Glue, transformation pipelines using Spark on EMR, and machine learning models deployed via SageMaker for entity matching and standardization. Graph-based relationship modeling is implemented using Amazon Neptune to improve resolution accuracy by incorporating household and shared attribute context. We will walk through how machine learning models can be used for name and address normalization, how intelligent blocking strategies improve matching efficiency, and how feedback loops can be introduced to continuously improve accuracy. The session also highlights how serverless components such as AWS Lambda can be used for orchestration and real-time processing. **SPEAKER BIO** Mosaic Syed is a Senior Data Engineering and Cloud Solutions Architect with over 20 years of experience designing and delivering scalable, secure, and high-performance data solutions across global enterprise environments. https://www.linkedin.com/in/mosaic-basha-syed-92300856 **CALL FOR SPEAKERS** Learn more: [https://www.awscolumbus.com/get-involved/](https://www.awscolumbus.com/get-involved/) **THANK YOU** *VEEAM* for hosting our meetup! To learn more about *Veeam*, please visit their website: [https://www.veeam.com/](https://www.veeam.com/) **DIRECTIONS** 8800 Lyra Dr #450 · Columbus, OH go to 4th floor. **Want to sponsor the pizza and/or bar tab?** Please contact me if you would like to sponsor this meetup's pizza and/or bar tab: angelo@mandato.com

**Total Eclipse of the Chart: School Redistricting Dashboards** In this presentation, we will explore the utilization of maps, sets, and SQL within a Tableau dashboard to help provide “what-if” analyses generated through the use of a mapped dashboard, providing different scenarios and the potential implications of these. While in this use case we are focused on a large school district, the concepts of utilizing existing data to explore the future impacts of modifying different geographic boundaries can be useful to many industries, balancing the mix of maps with visual analytics. **About Our Speaker** Robert Kramer is the Data Systems and State Reporting Coordinator at South Western City Schools in Grove City. He has worked there for 17 years, serving previously in the roles of Data Analyst, Programmer, and Operations Coordinator. Prior to working at South Western, he worked as a Systems Engineer at Pinnacle Data Systems in Groveport. He graduated in 2005 from The University of Toledo with his Bachelor’s in Computer Science and Engineering, and a minor in Mathematics. Robert resides in Obetz with his wife, and their 15 and 12 year-old daughters. He was also just elected to his 3rd four-year term on the Obetz City Council. 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)

Join the CONNECTED Westerville Mastermind Group for a dynamic afternoon of B2B networking! This event is perfect for professionals looking to expand their business connections, share insights, and foster collaboration within the community. Whether you are a seasoned entrepreneur or just starting out, this event offers a valuable opportunity to exchange ideas, build relationships, and grow your network in a supportive environment. Connect with like-minded individuals, explore potential partnerships, and discover new opportunities for professional growth. Don't miss out on this chance to enhance your business network and take your career to the next level with CONNECTED Westerville Mastermind Group! We meet the 4th Monday of every month from 11am-1pm. Welcome and general networking from 11am - 11:30am with core meeting 11;30 - 12:30 and a final round of networking from 12:30 - 1pm.

**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** TBD **YouTube Link** TBD

Practical AI for Power BI Developers A year ago, “agentic AI” was mostly hype for Power BI teams. Today, it deserves your undivided attention. For Power BI pros, there is now a real opportunity to reduce repetitive development work, accelerate delivery, and help developers do more, but only when strong DataOps practices are in place to make AI workflows effective. This session is a no-nonsense introduction to effective AI patterns for Power BI and Fabric development. Along the way, we will make sense of the growing pile of terminology, including skills, plugins, hooks, and MCP. You will see examples of how modern AI tooling can help with development tasks across Power BI and Fabric, along with the prerequisites, guardrails, and DataOps principles needed to use it responsibly. Whether you're burned out on AI hype or already using Copilot CLI daily, this session will show you the foundations that are finally making AI-assisted development genuinely useful.