Software Architecture

**Ethan Zeccola - What’s New in Microsoft Foundry? Agents, Models, Tools & What Actually Matters** A fast, practical tour of the latest updates in Azure AI Foundry. I’ll walk through what’s changed across models, agents, developer tooling, evaluation, and governance, then show a demo of how some of the new Foundry capabilities can be used when building AI apps on Azure. **Akanksha Malik - Foundry Toolkit Discoveries** The Foundry toolkit has been evolving rapidly, and with new extensions and features come new possibilities — and new things to discover. This session shares a guided tour through recent toolkit additions, exploring what's changed, what's new, and what's worth paying attention to. **Danidu Weerasinghe - AI-Powered AWS to Azure Migration with GitHub Copilot Agents** Learn how custom GitHub Copilot agents automate complete AWS-to-Azure migrations—from resource discovery to production-ready Bicep IaC and refactored code. See a real serverless app migrated end-to-end with AI orchestration, zero CLI commands, and enterprise security built-in.

[Merri-bek Tech](https://www.merri-bek.tech/), a group in the inner northern suburbs of Naarm (Melbourne), invites everyone involved interested in tinkering with grass-roots technologies in support of a **Sustainable**, **Resilient** and **Just** future - to join us for the **Naarm Solarpunk Meetup** in a new location in Carlton. This time we are meeting on the Mezzanine Level at Melbourne Connect, 700 Swanston St. More details below. Following on from our workshop in April we will be doing some hands-on hacking as well as welcoming everyone who wants to talk further about getting involved in the group or finding out more about positive, grassroots tech futures. On the night we will be doing, * Merri-tek LoRes Node install and setup, support and general questions * Raspberry Pi setups * Linux OS installs * Your sustainable, resilient and/or just project :) MBT members will also be ready to talk further about what we do, what we hope to do and how you can join in. **About the Naarm Solarpunk group** Some of us are technologists, and will be showing off software or hardware projects, and others are more interested in community organizing, responding to the climate crisis, or building local resilience. Whatever your area of interest, or your level of skill, you're absolutely welcome to dive in. At the meetups we'll have a show-and-tell time for any projects that you're working on, as well as occasional short presentations. The space will be hosted by volunteers, and we'll actively work towards inclusion through applying a [code of conduct](https://www.contributor-covenant.org/version/2/1/code_of_conduct/). Merri-bek Tech has some projects that you might be interested in updates from, including our attempt to build P2P mesh network based community hosting on Raspberry Pis, and our project to run a local fediverse social network. We aspire to keep this meetup **Solarpunk** as fuck. We support the hackers, tinkerers and makers and misfits. There are plenty of other spaces for big corporate green tech, so bring your hobby project, not your day job, unless that job is firmly rooted in the solidarity economy. We are not value neutral. We'll start with Merri-bek Tech's [values](https://www.merri-bek.tech/about/values/) and [principles](https://www.merri-bek.tech/about/principles/), and build from there together. In particular, in the context of ongoing genocide, we will ask you to leave if you're associated in any way with the weapons industry. This meetup will be hosted on the stolen, unceeded lands of the Wurundjeri people of the Kulin Nation. **Always was, always will be, Aboriginal land.** Image alt text (honestly meetup, get your shit together): The image is a illustration of a future, sustainable city. There is human-scale, green tech, repair shops and urban gardens.

Hey all, please join us for our May 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: Cloud Shuttle 😊 💬 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:** 🎤 **Erfan Hesami, Senior Data Enigneer/Architect @ Airmaster** **Talk:** Building an AI-Powered Data Catalouge with OpenMetadata **Summary:** Ever ask an AI tool a question about your data and get a confident but wrong answer? You’re not alone. This usually happens because the AI is missing context. LLMs are only as good as the information you give them. Without a strong metadata layer, even the best models don’t really understand your data. In this session, we’ll show how you can fix that. I’ll walk through how OpenMetadata, MCP (Model Context Protocol), and its AI SDK work together to give AI the context it needs to understand your data, not just query it. Through a live demo based on a real project, you’ll see how to connect an AI agent to your metadata so it can search tables, follow data lineage, and answer questions with real understanding. We’ll also show how the AI SDK helps you go beyond chat, building agents and workflows that can take action on your data, not just talk about it. **Bio:** I am a Senior Data Engineer/Architect. I started my career as a Data Analyst, then moved into Analytics Engineering, and now focuses on building data platforms and systems. I have worked with companies such as Allianz, Xero, AFL, and Airmaster, helping teams better use their data. I enjoy sharing what I learn about data engineering and AI through simple, practical content on my Substack, Pipeline to Insights, helping others grow in their careers. 🎤 **Peter Hanssens, Founder & Principal AI Enablement Engineer @ Cloud Shuttle** **Talk:** The AI Gateway: Your Organisation's Most Underrated Data Source **Summary:** Every AI request your organisation makes generates a structured event: timestamp, user ID, model, tokens, cost, latency, cache hit, tool calls. Most teams are discarding all of it. This talk is about building the data engineering layer around your AI Gateway — turning it from a routing proxy into a competitive analytics asset. I'll cover the schema you get for free, the five DE problems you have to solve (schema normalisation, pricing enrichment, prompt/response storage tiers, org attribution, volume at scale), the dimensional model that makes it queryable, and what you can answer once the pipeline runs. Three deep dives: prompt version A/B testing at production scale, cache effectiveness analytics, and agent tool call observability. **Bio:** Peter is the founder of Cloud Shuttle, a Sydney-based data and AI engineering consultancy, and the founder of DataEngBytes - ANZ's largest data engineering community conference. He works at the intersection of data engineering and production AI: LLMOps, AI gateways, evaluation pipelines, and the infrastructure that makes AI measurable. 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...

So we're in the process of ramping up the events with a big focus on AI driven design and engineeering. So to kick it off let's get together and share what we are working on and especially how we Flutter in the world of AI ! This is a combined GDG Melbourne/Flutter Melbourne/CocoaHeads coding night. Members of all three groups will be attending. So only select to ATTEND on one of these groups event pages (not all of them) ! Coding Night is all about everyone learning, collaborating, sharing tips, tricks and very few (if any) presentations. Bring your laptop and a project you are working on or need help with, you can even bring your resume to get advice! Everyone is welcome to our all-ages alcohol-free event. Hosted in a professional environment to allow you to work on your project. Get help from industry experts who are on hand to help you out. Make sure you have your IDE (e.g. VS Code, Cursor, Anti Gavity, Android Studio etc.) of choice already downloaded and installed and something you want to learn or work on. Doors open at 5:45 PM at our host the Mantel Group, Level 2/452 Flinders St Melbourne. Message via Meetup or Slack if you are arriving after 6:00 as the lifts won't let you up. The event will wrap up at 8:30. This is an in-person only event. If you have any accessibility requirements please reach out via the Meetup or Slack to the organiser group to discuss and we will do our best to help you out.

Let's have fun while watching the night view with our friends! 🏃‍♂️Training menu🏃‍♂️ Every Wednesday 6:00p.m~ 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】 6:00 p.m Gathering 6:10 p.m Start 7:00 p.m End of training Challengers we are waiting for you 😊

RSVP on gdg.community.dev -> https://gdg.community.dev/events/details/google-gdg-melbourne-presents-gdg-melbourne-may-coding-night-1/ Let's get together and share what we are working on! This is a combined GDG Melbourne/Flutter Melbourne/CocoaHeads coding night. Members of all three groups will be attending. So only select to ATTEND on one of these groups event pages (not all of them) ! Coding Night is all about everyone learning, collaborating, sharing tips, tricks and very few (if any) presentations. Bring your laptop and a project you are working on or need help with, you can even bring your resume to get advice! Everyone is welcome to our all-ages alcohol-free event. Hosted in a professional environment to allow you to work on your project. Get help from industry experts who are on hand to help you out. Make sure you have your IDE (e.g. Android Studio) of choice already downloaded and installed and something you want to learn or work on. Doors open at 5:45 PM at our host the Mantel Group, Level 2/452 Flinders St Melbourne. Message via Meetup or Slack if you are arriving after 6:00 as the lifts won't let you up. The event will wrap up at 8:30. This is an in-person only event. If you have any accessibility requirements please reach out via the Meetup or Slack to the organiser group to discuss and we will do our best to help you out. Agenda --- Host Zach Jensz Complete your event RSVP here: https://gdg.community.dev/events/details/google-gdg-melbourne-presents-gdg-melbourne-may-coding-night-1/.

**Details - Coding Night!** Bring your laptop and your iOS, visionOS, macOS, tvOS or watchOS project to the combined CocoaHeads & Android GDG coding night. Everyone is welcome to our all-ages alcohol-free event. Hosted in a professional environment to allow you to work on your project. Get help from industry experts who are on hand to help you out. • What we'll do: We'll help you setup up Xcode and start your first project. We'll help answer your questions re how to get to the next phase of your project. • What to bring: Your laptop, a copy of Xcode, a project you'd like to hack on. Before arrival, make sure you're grabbing a fresh copy of Xcode from the Mac App Store (Apple Menu then App Store then search for Xcode, Install. Link: https://itunes.apple.com/au/app/xcode/id497799835?mt=12) Doors open at 5:45 PM at our host the Mantel Group, Level 2/452 Flinders St Melbourne. Message via Meetup or Slack if you are arriving after 6:00 as the lifts won't let you up. The hack night will wrap up at 8:30.

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** TBD **YouTube Link** TBD

QA or the Highway is a one-day, affordable, regional, professional conference featuring real-world experience and thought leadership in the QA and testing industry. This is a ticketed event please register here: https://www.qaorthehwy.com/ Featured Keynote Speakers: **Matthew-Hope Eland** **(Wizard at Leading EDJE)** \- An AI Specialist and Wizard at Leading EDJE who is known to teach software engineering\, AI\, and data science concepts in the most ridiculous ways possible\. Matt has used machine learning to settle debates over whether Die Hard is a Christmas movie\, reinforcement learning to drive the behavior of digital squirrels\, data analytics to suggest improvements to his favorite TV show\, and AI agents to play board games and create an AI agent with the personality of a dog\. Matt is the author of "Data Science in \.NET with Polyglot Notebooks" and "Refactoring with C\#" as well as several LinkedIn Learning courses\. Matt helps organize the Central Ohio \.NET Developer Group\, runs several blogs and a YouTube channel\, has a Master’s of Science in Data Analytics\, and is a current Microsoft MVP in AI and \.NET\. **Tatyana Arbouzova** **(CEO at Innovate QA)** \- Tatyana Arbouzova is an engineering and business leader with a strong background in Quality Engineering across multiple industries\, including Big Tech\, Healthcare\, and Entertainment\. She has held leadership roles at world\-class companies such as Microsoft\, VMware\, Disney\, and The Pokémon Company International\, where she focused on building quality\-driven cultures and scaling teams to deliver high\-impact products\. With decades of experience\, Tatyana has helped organizations transform their quality practices so teams can deliver software efficiently\, confidently\, and with measurable business outcomes\. Today\, Tatyana advises software companies on adopting AI to optimize quality practices and improve how software is delivered at scale\. She is also a passionate community builder and the founder of Innovate QA\, a thriving Seattle\-based community and conference for quality professionals\.

Bring your work or your hobby, hang out, and code with us. Follow @buckeyecocoa for more information.

**Latest Dojo Location!** **Knotty Pine Brewing** 1765 W 3rd Ave, Columbus, OH 43212 We're going to try a new dojo location for a few weeks and see how it works Dojos are informal Python group study sessions where everyone interested in Python gathers to learn about Python, help others with Python, or just hang out. Everyone is welcome from Python beginners to experts. Bringing a laptop is encouraged (we'll have extension cords and power strips). If there's something you want to learn leave a comment on this invite so we can plan ahead. We're looking for speakers for our Monthly Meetups! Fill out the form if you are interested in presenting to the Python Community. https://forms.gle/ehSfUAC2WgR34Crq9

Join us for **[Nathan Leiberman](https://www.linkedin.com/in/nathan-richard-lieberman/)**'s talk ... Had enough of writing the same flex classes for the hundredth time? Tired of diving into your coworker’s cobbled container class? Tailwind CSS is here to save your sanity. Tailwind gives you a well-organized, utility-first approach to styling. This CSS framework eliminates naming debates, halts stylesheet scavenger hunts, and satisfies your marketing team’s whims with clear, composable class names and a powerful configuration system. You’ll spend less time fighting CSS and more time building beautiful interfaces. In this talk, I’ll walk through an interactive demo of Tailwind CSS and cover the following topics: * Set up Tailwind CSS in your project * Understand Tailwind’s utility classes and how they work * Integrate breakpoints and dark mode like a pro * Customizing Tailwind to fit your style Ditch your spaghetti stylesheets and come see how Tailwind CSS can make your project lighter, cleaner, and a lot more fun to build. Your future self will thank you. ***Bring your laptop and expect to write some (non-AI generated) code!*** Food and drinks will be available. **LOCATION:** 6515 Longshore Loop, Suite 300, Dublin, OH 43017 **FREE PARKING:** 6725 Longshore Street, Dublin, OH 43017

PLEASE NOTE!!! This event will be In-Person for our very 1st Improving collab! If you know the [Columbus Unity group](https://www.meetup.com/columbus-unity-user-group/) location, we'll be at the same place. This is our 1st event and are doing a soft launch with limited attendance. 1st come 1st serve. If you want to be there and we fill up, please email me at [info@thecogg.com](mailto:info@thecogg.com) and I'll be in touch. All street parking is free on Sundays but you can also pay to park in any of the local garages. See image of [parking map here](https://drive.google.com/file/d/1Mr9_LFIggbs-0_Zd3AJTGNqEhgMf2TzQ/view?usp=sharing). \-\-\- On the last Sunday of the month, we're having our usual end-of-the-month social gathering with our GameDev Meetup meeting. There will be announcements and presentations followed by some social networking Let's continue the conversations with good vibes and friends. All are welcomed from all ages and backgrounds to this public event. If we can, we'll be streaming or uploading the video later via our COGG YouTube channel here: [https://www.youtube.com/@TheCOGG/streams](https://www.youtube.com/@TheCOGG/streams) (Also please do subscribe if you have not done so!) No game development experience required! If you are interested in doing a 20 minute game development related presentation, please fill out our form online here: [https://goo.gl/forms/lVdTJZiNJewlPJuj1](https://goo.gl/forms/lVdTJZiNJewlPJuj1) Or e-mail us at info@thecogg.com with the following: Your Name, Company/Affiliation, Name of Your Game/Topic, Description, Tech Needs, and Your Contact. Be sure to check out our Discord for real time news updates: [https://discord.gg/NrBhuNQ](https://discord.gg/NrBhuNQ)