Technology

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 **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) 2. What is Monte Carlo Tree Search, and what flavour of it are we implementing? 3. From Alpha Go to Mu Zero: a brief literature review of Google's findings and how they apply to Nonaga Zero. 4. Status report and next planned steps on the Nonaga Zero project. 5. 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.

Hi Radiant Ladies, A morning walk through the Royal Botanic Gardens, followed by coffee and good conversation — simple pleasures, wonderful company. Join us for a gentle, refreshing start to the day in one of Melbourne’s most beautiful settings. All welcome. Looking forward to seeing your lovely faces! ☕🌿 Lyn 🌸

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!).

**"TechWalking" - Networking + Walking** Are you a tech professional looking to network beyond the screen? Look no further than my upcoming #TechWalking event! ‍ Join us for a refreshing walk around the scenic Albert Park Lake. It’s the perfect chance to connect with industry peers while getting in some steps! I know many of you have been tuning in to my online events, but we've never had the opportunity to meet in person. Let's change that! Check out the video from the last event: https://www.youtube.com/shorts/MovUsNFg-qk We'll kick things off at **10 am sharp** at the Albert Park Fitness Station. Please, don't be late! We're hitting the trail around the lake as soon as we gather. And trust me, you won't want to miss it – unless you're up for a bit of a sprint to catch up! (we're going anti-clockwise) This event is pet and kid-friendly, as long as your little ones and furry friends can manage a 5 km walk, they're more than welcome to join. Looking forward to meeting you all in real life! Join the TechWalking group on LinkedIn! [https://www.linkedin.com/groups/14477058/](https://www.linkedin.com/groups/14477058/) \*\*\* Follow me on LinkedIn for more information: [https://www.linkedin.com/in/yana-martens/](https://www.linkedin.com/in/yana-martens/) Just moved to Australia? Grab your FREE guide to land your tech job! [https://yanamartens.com/first-tech-job-in-australia/](https://yanamartens.com/first-tech-job-in-australia/) Subscribe to YouTube Channel: [https://www.youtube.com/@ITCareerinAustralia](https://www.youtube.com/@ITCareerinAustralia)

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...

[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.

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.

A11y Bytes is back for its fourteenth year, celebrating Global Accessibility Awareness Day. [Register for A11y Bytes Melbourne 2026](https://events.humanitix.com/a11y-bytes-2026-melbourne) The heart of digital accessibility and inclusion is not about guidelines, codes or regulations. It’s about people, and life, and how we live, how we access information, and how our lives are affected by the technologies of today. As many as 500 people have attended online Bytes events, as well as physical events in Brisbane, Canberra, Melbourne and Sydney attended an A11y Bytes event, making this the largest community run accessibility event in Australia. The event has since branched out into parts of New Zealand and it continues to grow. You don’t have to be an accessibility aficionado to attend. This event is about us all talking, thinking and learning about digital accessibility and inclusion together. Take part in A11y Bytes and connect, be inspired and have some fun as we talk, learn, grow and change the world. A big thank you to **Bupa** for being the Melbourne venue sponsor for this year's A11y Bytes. **Time and date** A11y Bytes Melbourne will be held on **Thursday 21 May 2026**, celebrating Global Accessibility Awareness Day. **Doors open at 6pm for a 6.30pm start** **Register** RSVP through humanitix to register. [Register for A11y Bytes Melbourne 2026](https://events.humanitix.com/a11y-bytes-2026-melbourne) **Presenters** * Scott Herschberger – From Insights to Action: Transforming Accessibility Through Data-Driven Mapping * Balram Singh – AI and Accessibility * Sam Sabour – Beyond Contrast: Rethinking Accessibility in Design Systems * Ayesha Semfel – Where to Start (and Stop) with Screen Reader Testing * Jamila Savoy * Xavier Vella – Early Findings from an Accessibility Audit of Hiring Systems.

**Attention attendees!** **To register, use** [Luma](https://luma.com/0xx7zeel) Warning: The meetup is not a platform for RSVP registration; for this, you need to follow [thisLink ](https://luma.com/0xx7zeel)to purchase a registration ticket. The meetup is one of the platforms through which we offer participation in our events. **Startup Valley — Melbourne** A curated pitch night for startup founders, operators, angels and VC partners. We design these sessions to help founders sharpen their thinking through direct, candid feedback — and to give strong investors access to serious teams. **What happens:** • 4-8 startups pitch live and receive feedback from angels and VC partners • Feedback focuses on real decisions and next steps — not surface-level opinions • Investors stay in the room before and after pitches • The format leaves space for real conversations, not rushed networking • Attendance is limited to keep the room focused Designed for clear thinking, not noise. **Who you’ll meet:** * Startup founders * Angel investors and VC partners * Operators in marketing, sales, and tech * AI engineers * Local and international founders * AI Experts * Founders from Europe, Asia, and the United Kingdom **Practical details** **For investors:** We invite angel investors and VC partners to participate as judges and contributors. **To become a judge,** and get early access to our startups database, please fill out th[ the form](https://docs.google.com/forms/d/e/1FAIpQLSc8CVqvhQJu-AcclIF6PCuwjL4YpQt4w0FchGSoutRkt58v4g/viewform). Join the judge table, meet other investors, and see what teams are building early. Founders need your experienced view. **For pitching startups:** Startups selected to pitch will present live on stage and receive feedback from investors. **After purchasing a ticket:** Please[ submit your pitch deck](https://docs.google.com/forms/d/e/1FAIpQLSchcZr9gCNJh0RLiKBgbdbDBKEOc-92LNySkzHf8qGPHg5Wpg/viewform) and ensure it is open for viewers. **Agenda** **18:00 – 18:30** **Registration** Guests register, receive badges, and event programs. This is an opportunity for casual networking, making first connections, and preparing for the event. **18:30 – 19:30** **Event Kickoff & Interactive Networking** Official welcome from the organizers with a brief overview of the event goals and schedule. Interactive networking helps participants set their objectives and connect with key contacts. **19:40 – 20:20** **Startup Pitch Session** Startups present their projects to investors and experts. Each team has 5 minutes to pitch, covering the project's core idea, business model, and target market. **20:20 – 21:00** **Chill & Networking** Participants enjoy casual conversations with investors, discuss collaborations, and exchange ideas over refreshments.

**Attention attendees!** **To register, use** [Luma](https://luma.com/0xx7zeel) Warning: The meetup is not a platform for RSVP registration; for this, you need to follow [thisLink ](https://luma.com/0xx7zeel)to purchase a registration ticket. The meetup is one of the platforms through which we offer participation in our events. **Startup Valley — Melbourne** A curated pitch night for startup founders, operators, angels and VC partners. We design these sessions to help founders sharpen their thinking through direct, candid feedback — and to give strong investors access to serious teams. **What happens:** • 4-8 startups pitch live and receive feedback from angels and VC partners • Feedback focuses on real decisions and next steps — not surface-level opinions • Investors stay in the room before and after pitches • The format leaves space for real conversations, not rushed networking • Attendance is limited to keep the room focused Designed for clear thinking, not noise. **Who you’ll meet:** * Startup founders * Angel investors and VC partners * Operators in marketing, sales, and tech * AI engineers * Local and international founders * AI Experts * Founders from Europe, Asia, and the United Kingdom **Practical details** **For investors:** We invite angel investors and VC partners to participate as judges and contributors. **To become a judge,** and get early access to our startups database, please fill out th[ the form](https://docs.google.com/forms/d/e/1FAIpQLSc8CVqvhQJu-AcclIF6PCuwjL4YpQt4w0FchGSoutRkt58v4g/viewform). Join the judge table, meet other investors, and see what teams are building early. Founders need your experienced view. **For pitching startups:** Startups selected to pitch will present live on stage and receive feedback from investors. **After purchasing a ticket:** Please[ submit your pitch deck](https://docs.google.com/forms/d/e/1FAIpQLSchcZr9gCNJh0RLiKBgbdbDBKEOc-92LNySkzHf8qGPHg5Wpg/viewform) and ensure it is open for viewers. **Agenda** **18:00 – 18:30** **Registration** Guests register, receive badges, and event programs. This is an opportunity for casual networking, making first connections, and preparing for the event. **18:30 – 19:30** **Event Kickoff & Interactive Networking** Official welcome from the organizers with a brief overview of the event goals and schedule. Interactive networking helps participants set their objectives and connect with key contacts. **19:40 – 20:20** **Startup Pitch Session** Startups present their projects to investors and experts. Each team has 5 minutes to pitch, covering the project's core idea, business model, and target market. **20:20 – 21:00** **Chill & Networking** Participants enjoy casual conversations with investors, discuss collaborations, and exchange ideas over refreshments.

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

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.linkedin.com/company/transformlabs/) Sign up also accessible via [Transform Labs Luma](https://luma.com/transformlabshq)

**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

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)

Topic to be announced. **THANK YOU** *Franklin University* for hosting our meetup! To learn more about *Franklin University*, please visit their website: https://www.franklin.edu/ **DIRECTIONS** Franklin University Fisher Hall 300 E. Main St, Columbus, OH 43215 Map: https://maps.app.goo.gl/jxjBA2hUmS5qrvhq8 Parking is FREE! Please park in Lot C in front of Fisher Hall. See attached map. NOTE: Map the address only. When mapping with Google Maps it may use the Fisher Hall at OSU, which is NOT correct. **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

Bring your Raspberry Pi, Arduino, microcontroller, or any other electronic project and join fellow electronics makers for a night of creativity and collaboration! This session is open forum to share your current projects—whether complete or in progress, it’s all interesting! Whether you’re deep into embedded systems, exploring new ideas, or just getting started, you’ll find a welcoming space to collaborate, share, and get inspired. **New to electronics or curious about tinkering?** You’re absolutely welcome. If you’re a beginner and want to experiment, I’ll have a couple of starter kits available so you can try things out—whether that’s blinking your first LED, putting something on a display, or experimenting with simple sensors. No pressure and no experience required—just an interest in learning and building. While we continue to pursue a more permanent venue for this Meetup, we’ll be using public library facilities based on availability. This session will be at the Worthington Park Library in the Olentangy Meeting Room.

Couldn't make Knowledge? Or want to debrief the dancing robots or Autonomous Workforce? Join us for a Knowledge '26 recap, insights sharing, a couple rounds of golf, and fun at Topgolf. As always, drinks and food will be provided. More details to come — mark your calendar, RSVP, and save your spot today!