Software Security

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 **Edit: Javier is sick so his talk is postponed! See below for Mike’s talk** **Javier Candeira: "Work in Progress towards Nonaga Zero"** **Talk Description:** Viktor Bautista i Roca's Nonaga is a delightful board game. Google's Alpha Zero paper describes an architecture marrying Monte-Carlo Tree Search with a neural network model in order to win board games at a level above human mastery. Javier is working on an Alpha Zero-style Nonaga playing bot, and will be presenting us with his work in progress. Nonaga Instructions: [https://hiperactivo.com/nonaga](https://hiperactivo.com/nonaga) Talk overview: 1. The Rules of the Game (a reprise of February's presentation) 1. What is Monte Carlo Tree Search, and what flavour of it are we implementing? 1. From Alpha Go to Mu Zero: a brief literature review of Google's findings and how they apply to Nonaga Zero. 1. Status report and next planned steps on the Nonaga Zero project. 1. Q&A: Bidirectional questions and answers, as this is a talk where the speaker has questions of his own! **Speaker Bio:** Javier Candeira is a software engineer, entrepreneur, public speaker, conference organiser, and a lifelong student of way too many topics, including machine learning. **Mike Bailey: "VoiceMode: Natural Voice Conversations with AI Agents"** **Talk description**: What if you could talk with your AI thinking partner while walking the dog, driving, or wherever inspiration finds you? VoiceMode is a free and open-source tool that enables natural voice conversations with AI coding agents like Claude Code. Voice brings situational accessibility to AI — keyboard and screen become optional. You can discuss ideas, capture them, research them, and have them underway before you sit back down. Mike and his AI assistant Cora will present together in real time, covering: * How VoiceMode works under the hood (local Qwen3-TTS, Whisper STT, Kokoro TTS, MCP integration) * Live demo of natural voice conversations with an AI coding agent * Building an open platform that works with any AI agent — not just one vendor **Speaker bio**: Mike Bailey is a Melbourne-based developer and the creator of VoiceMode, a free and open source project that brings natural voice conversations to AI agents like Claude Code. GitHub: mbailey/voicemode (1.2k ⭐) PyPI: voice-mode (200k downloads)

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.

Doing Great Work Isn’t Enough Grinding away quietly won't get you the leadership impact you deserve, we're going to talk about what to do instead. We'll break down how influence actually works: it's not just about authority or French & Raven power plays. It's mapping your allies and advocates, boosting visibility without the cringe, and taking those "do hard things" steps like leading meetings or connecting with tricky stakeholders. **Agenda (time in Melbourne/AEST)** * 5:30pm Networking * 6:00pm Welcome * 6:05pm Main Presentation * 6:35pm Q&A * 7:00pm Networking * 7:30pm Close **This will be a HYBRID event:** **Zoom link -** will be posted 1hr before event starts. **In person attendees -** head up straight up to level 2 via the lift and a volunteer will greet you at the office entrance **Our Speaker** **Gretchen Scott** Gretchen Scott is CEO of Kaleida, helping organisations grow high-performing, inclusive tech teams. A former Cloudflare Community Manager and Linc.sh COO, she specialises in leadership development, influence, and career growth. Gretchen is a regular speaker and emcee across Australia’s tech community.

The QR code is meetup reservation and not entry ticket. There is an Entry. Ask at the flag desk for help.

**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.

**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:** Stream, Transform, Act: Real-Time Intelligence in Microsoft Fabric **THE SPEAKER -** Heidi Hasting - Heidi Hasting is a Business Intelligence professional and former software developer with over seven years experience in Microsoft products. She is an ALM/DLM enthusiast and Azure DevOps fan and co-founder and organiser of the Adelaide Power BI User Group. Heidi is a regular attendee at tech events including Azure Bootcamps, DevOps days, SQLSaturdays, Difinity and PASS Summit. **THE SESSION** An event occurs — a file lands, a sensor fires, a transaction completes — and you want something to happen. Whether it's streaming data, intermittent batch events, or a trigger the moment a file becomes available, that's all Real-Time Intelligence. We'll dig into Microsoft Fabric's RTI stack, covering Eventstreams, transformations, and a medallion architecture built on Kusto tables in Eventhouses. We'll visualise it all with Real-Time Dashboards, then kick it up a notch with Activator triggers and a look at what's possible with Fabric Operations Agents and Fabric IQ. **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. **GET AI** A big thanks to GET AI for sponsoring the food. GET AI is a Microsoft speciliased consulting company focussed on building AI solutions in the Microsoft Ecosystem https://www.getai.com.au

**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.

IMPORTANT: PLEASE RSVP ON BEVY FROM THIS LINK Join GDG Melbourne this month to Build with AI (#BuildwithAI)? 💻 What do you need to bring? - Make sure to bring your laptop (better if fully charged) for hands-on training. Also, check the workshop descriptions and prerequisites to stay ahead of the game! Join us for an evening of not 1 but 2 hands-on workshops, delicious food, awesome networking, and some surprise swag you won’t want to miss. 🎉 Whether you're a seasoned developer, a cloud enthusiast, or just dipping your toes into the world of AI and tech, this is the place to be. 📍 Where? Mantel Group Office, Level 2/452 Flinders St, Melbourne Doors open at 5:45 PM—message us on Meetup or Slack if you're arriving after 6:00 PM, as the lifts won’t let you up. 🎤 Agenda: 6:10 - 6:20  Welcome &Intro6:20 - 6:30  Cloud Credits setup6:30 - 6:55  Building a Multi-Agent System: Patrick Haralabidis6:55 - 7:05   Break7:05- 8:00  Hands-on Workshop: The Self-Curation Engine (Gemini + Cloud Run + EventArc) : Anupam Phogat8:00 - 8:15  Closing and Door prizes From 8:15 Continue networking, chat & drinks at Insignia on Flinders, 502 Flinders St. 🍻Workshop: Building a Multi-Agent System - Patrick Haralabidis In this Workshop, you will go beyond simple chatbots and build a distributed multi-agent system. While a single LLM can answer questions, real-world complexity often requires specialised roles. You don't ask your backend engineer to design the UI, and you don't ask your designer to optimise database queries. Similarly, we can create specialised AI agents that focus on one task and coordinate with each other to solve complex problems. Handson Workshop: The Self-Curation Engine (Gemini + Cloud Run + EventArc) - Anupam Phogat Data arrives from disparate sources with inconsistent schemas in our warehouse. To solve this, we present a serverless Cloud Run agent that uses the Gemini API to automate schema mapping. Triggered by new data, the agent compares raw schemas to a BigQuery target and dynamically generates the required SQL or Dataform transformations. This talk highlights how AI automates the most manual parts of data engineering: schema maintenance and logic generation. 🎁 What’s in it for you? ⚡Workshop on AI from industry experts 🍕 Cloud-shaped snacks (okay, maybe not literally, but the food will be delicious!) 🤝 Networking that’s as smooth as a well-architected cloud solution 🎁 Surprise swag 💡 NOTES: This is an in-person-only event, but if you have any accessibility requirements, reach out to us via Meetup or Slack, and we’ll do our best to accommodate you. Doors open at 5:45 PM at our host, the Mantel Group, Level 2/452 Flinders S,t Melbourne. Message via Meetup or Slack if you are arriving after 6:00, as the lifts won't let you up. Don’t miss this epic night of learning, networking, and fun! RSVP now and we’ll see you there! 👋 #gdgMelbourne #BuildwithAI #fluttermelbourne Agenda --- Speakers Patrick Haralabidis Patrick is a Google Developer Expert (GDE) in AI and Machine Learning, a Cloud Champion Innovator, and the Melbourne TensorFlow User Group organiser. He currently leads the ML and Software Engineering Chapter at Flybuys, where he leverages his extensive experience spanning backend, mobile, cloud, and AI technologies. Patrick excels at developing solutions in emerging tech fields, focusin… Anupam Phoghat - Core-X (Founder) I am a seasoned IT professional with years of experience in the field. I have extensive experience with Google Cloud Platform (GCP), and currently hold many professional level Google Cloud and other industry certifications. I am also certified in Kubernetes, and have a deep understanding of the core concepts of Kubernetes. I am passionate about sharing my knowledge with others by activel… Hosted By Katie Barnett, GDE Android / GDG Organiser Katie is passionate about all things Android. She has taken on a wide variety of challenging projects including in the live event, media and travel space. Her favourite thing is to see someone having a delightful experience using something she has worked on. Katie is very active in the development community, she is a Google Developer Expert for Android, one of the organisers of GDG Melbourne and is a Women Techmakers Ambassador. She frequently runs events, speaks on technical and non-technical topics and enjoys writing blog posts to share her experience with others. Katie is based in Melbourne, Australia but loves to travel the world and outside of tech she enjoys boardgaming and attempting to finish many craft projects. Suesi Tran, Senior Flutter Developer Google Developer Expert in Dart, Flutter & Firebase, Women Techmaker Melbourne ambassador, GDG Melbourne & Flutter Melbourne co-organiser. In short: Flutter is love, and mobile is life. Poornima Sivakumar, GDG Organiser Lovee Jain, GDG Organiser Lovee is a Software Engineer at Prezzee, a GDG Melbourne Organiser and also a Women Techmakers Ambassador. A tech inquisitive philomath, she loves problem solving and solution design. She has worked at a city council where she developed a lot of useful system integrations and while at Prezzee she develops and works on multiple gift card solutions to cater the B2B2C market. Zach Jensz, GDG Organiser Passionate about the web, seamless UX and accessibility. I love attending meetups, find me and come say hi! Ujjawal Raj, GDG Organiser Bramley Turner-Jones, GDG Organiser Yuba Raj (UV) Panta, GDG Organiser Kartik Arora, Android Engineer Google Developer Expert in Android Android Engineer @ Bilue Carolyn Ai Chi Wong, Complete your event RSVP here: https://gdg.community.dev/events/details/google-gdg-melbourne-presents-gdg-melbourne-build-with-ai-event-may/.

It's Jugger time! Get on down to Hawthorn for fun, sun, exercise, and silly shenanigans! * ✅ Free to attend * ⚔️ Jugger Equipment is supplied * 🍜 Post-training social lunch - all welcome * ➡️ [Find us on Discord](https://discord.gg/WHnMyk56Cu) Jugger is an exciting, mixed-gender soft combat sport. Two teams use a selection of padded foam spars to tag opponents as they aim to put the jugg (the game ball) into their opponent's goal. **Watch Jugger being played in [this excellent short demo video](https://vimeo.com/28592980).** Jugger Melbourne training sessions include both full games of jugger, as well as a variety of training drills designed to promote **teamwork, communication, exercise, health and fitness, and teach core game skills.** After training we head across to Glenferrie Rd for lunch and socializing, which you are welcome (and encouraged!) to join. **‍🏃‍♀️‍➡️ New Player Info / Who Can Join** New players are always welcome! Our experienced coaches will teach you basics to get you and and swinging in no time Jugger is easy to pickup the basics while deep to master. We have a minimum age policy of 16 years (please note, anyone under 18 must be accompanied by a guardian), but other than that we welcome anyone of all fitness levels. Jugger is a great way to keep active, and a fun way to meet new people in a friendly and inclusive community! **👟 How to Join a Session and What to Bring** Joining is simple - just show up! RSVPing on Meetup or Discord is a big help as it helps us plan around expected numbers. You are also welcome to bring along any interested friends and family. **⚔️ Jugger equipment is supplied.** We have a collection of gear to loan out to new players. Bring a water bottle (there is a tap nearby), sunscreen, and wear comfortable clothes and shoes for running around in - and that you don't mind getting a bit dirty! Recommend but not required items include: sunglasses, football boots, kneepads, and gloves if you have them. You don't need any of these to get started, but you may find you want them if you become a regular. **✅ Are there any costs are involved?** Our training sessions are **free to attend** as often as you like, we are essentially just a group of friends that meet for training and socializing on the weekend. The Australian Jugger League has a voluntary annual membership that helps to support the sport (including maintaining equipment and paying for Meetup), and we encourage people to join once they become a regular attendee or begin attending tournaments. However there's no obligation so spend any money when you're first trying it out or just attending casually. **➡️ External Links** We organise our regular players through our Discord group and their attendance is not often represented in the Meetup attendance numbers (we use Meetup to reach out to new people). Events are also (though less regularly) posted to Facebook, while event photos and videos are shared on our Instagram. * [Join our Discord](https://discord.gg/WHnMyk56Cu) * [Jugger Melbourne on Facebook](https://www.facebook.com/groups/JuggerMelbourne) * [Follow us on Instagram](https://www.instagram.com/jugger_melbourne/) * [Australian Jugger League website](https://www.jugger.au/) \*\* See you on Sunday \*\*

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/.

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.

**Building a great product is one thing—building momentum behind it is another.** Join **Senior Product Manager Adam Solaiman** and **User Experience Manager Tyson Smith** for a behind-the-scenes look at what it takes to turn complex ideas into scalable products inside large organizations. In this session, they’ll share how teams move from ambiguity to execution—navigating organizational complexity, aligning stakeholders, and continuously evolving products after launch. You’ll walk away with insights on how to: * Build and sustain momentum across teams * Adapt to changing priorities without losing direction * Scale products thoughtfully in complex environments Whether you're driving a new initiative or growing an existing product, this conversation will give you practical strategies to keep things moving forward. Come connect, learn, and swap stories with fellow product professionals. \-\-\- Food and drinks will be provided by Switchbox, our generous host. Free parking will be available at the front and back sides of the Switchbox Office.

**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

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

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\.

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.