Architecture Groups Melbourne

Neural Processing from the Ground Up, & Phoenix 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 **Tristan Penman: "Neural Processing from the Ground Up"** **Talk description:** Have you ever wondered how an NPU or TPU works under the hood? A lot is written and said about how these purpose-built chips can accelerate neural networks, but not so much about how they actually work. In this talk we'll see how, starting from basic operations like dot products and matrix multiplications, we can implement non-trivial model architectures such as CNNs and Transformers. From there, we'll see how those same techniques are applied in real embedded NPUs and data-centre scale TPUs. Some concepts we’ll touch upon include systolic arrays, tiling, and the impact of memory hierarchies. Code examples will be shared where possible, along with diagrams to help build intuition. **Speaker bio:** Tristan is a Principal Engineer at a Melbourne-based EdTech startup. His recent work centres around bringing AI to the classroom, in ways that improve learning outcomes, increase student engagement, and minimise strain on teachers. In his spare time, Tristan dabbles in reverse engineering, hardware hacking and FPGA design. **Raúl V: "Phoenix Architecture"** **Abstract:** Drop the code, (re)generate specs that are well defined for (multi) agents to replicate every single time. Machine code is no longer scarce and increasingly disposable. The limiting factor is no longer writing software, but understanding, evaluating, and governing it. **Speaker Bio:** Raúl is the solopreneur founder of Quantaliz, a private AI software development. He is a neerk (nerd + geek) systems engineer, always looking to learn, explore, exploit the most out of the computers.

Indian.

Welcome to the next 2026 AWS Melbourne Well-Architected User Group Meetup!

Hi Architects **(NB; this month's is on a Tuesday)**, 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 announcing more speakers on [https://well-architected.me](https://well-architected.me/) and previewing presentations during the coming weeks - our speakers and details this month include: * **Mystery Speaker** **AWS Well-Architected Agent Review** AWS has recently released the AWS Well-Architected Agent and will soon be releasing additional agentic tools to programmatically establish alignment with best-practices - we dive deep and break it down but with more and more programs leveraging Well-Architected, it will be interesting This month's menu will include: * Pizzas * Beer * 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 start, followed by beer, wine, pizza and friendly networking after our talks :-) Tired of Linkedin’s "thought leadership”, spam and advertising? Join https://well-architected.me/ , the AWS community built for architects, developers and cloud professionals. * Connect with experienced AWS practitioners * Preview upcoming AWS Meetups and relive past content * Create and review beautiful AWS case studies in minutes * Prepare for AWS certifications with curated quizzes * Show your manager and reports you’re well-architected (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) in

Ai in SRE (Use Luma link to register)

​AI in SRE is taking the spotlight! Join SRECommunityAustralia on November 4th for a lively evening of lightning talks exploring how AI is being used in site reliability engineering. Expect quick ideas, practical examples, and plenty to talk about between sessions. ​The venue is still being confirmed, so keep an eye out for the location. Bring your curiosity and come ready for a fun night of talks and conversation. https://luma.com/a1994de5

Photographing the Male Workshop

Naarm Solarpunk Meetup + Merri-bek.Tech AGM

[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**. This month we have special guest speaker, **Anastasia Beasley**, with the presentation, 'Land shapes the internet'. ***Land shapes the internet*** Margo Ngawa Neale calls songlines "corridors of knowledge", and Internet infrastructure follows those same paths through Country to transport information through cable-sized corridors. The Internet is made of Country - even the fibre optic cables in the NBN are made of Queensland sand - but its protocols are very different to those that govern knowledge sharing in Indigenous systems. I am an ally with settler heritage, and I have no authority to speak about traditional knowledge, but I'd like to share some context about the Internet's history in so-called Australia and recommend some readings by Indigenous computer scientists. *Anastasia is a research fellow at auDA, the Australian not-for-profit organisation responsible for administering the .au domain.* After the presentation, at the end of the Meetup we will be running the Merri-bek.tech Annual General Meeting (AGM), presenting the annual report and nominating and confirming the committee members for the next year. This is a great opportunity to get further involved with the organisation; to become a member, or as a member to nominate as, or vote for committee members. If you do none of these things is a a good chance to see how a grass-roots organisation can be organised and run. **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.**

Tour of our Makerspace

Have you been interested in woodworking, 3D printing, CNC, cosplay or Electronics? Come visit Maker Community to get a tour of our space, learn about our memberships, have a chat with our members and discuss your dream projects.

Physical AI Meetup - Year-ender

A premier platform to share insights, expand your network, and bridge the gap between Academia, Industry, and Suppliers. The Physical AI Meetup Melbourne brings together researchers, engineers, and industry practitioners working across artificial intelligence, robotics, embedded systems, sensing, and edge computing. Important: Please grab your[ FREE Eventbrite ticket to attend.](https://www.eventbrite.com.au/e/physical-ai-meetup-melbourne-year-ender-tickets-2003999424224) Hear 4 expert talks, ask your questions in a panel Q&A, take the mic for an AI / hardware demo or announcement, and connect over pizza & drinks. A special thanks to the **La Trobe Business School** for hosting us, brought to you by **element14 Electronics** — our trusted electronic components distributor. Take the mic at our Community Open Mic! Bring your demo, prototype, or announcement — whether it is AI, hardware, robotics, embedded systems, sensing, or edge computing. All welcome. This is our last 2026 Physical AI Meetup in Melbourne, with more exciting topics and event formats in 2027! Agenda for this one: **5:30 – 6:00 pm \| Pizza & Networking** Enjoy pizza and drinks and connect with other attendees. **6:00 – 6:10 pm \| Welcome & Official Start** Hear a short welcome from the event hosts and an introduction to the Physical AI Meetup community. **6:10 – 6:30 pm \| Talk 1 – Practical case studies of Physical AI in Product Development** **Overview:** 2026 has been a wildly accelerated year in Physical AI. This talk dives into case studies on how the technology has evolved and is being used – from diagnostic medical imaging to battery-powered image recognition in the outback. **Speaker:** Blake Fuller, Head of Product Design and Engineering, Capgemini Australia Bio: Blake is the Head of Product Design and Engineering at Capgemini Australia. He has released more than 50 products to market and leads high-calibre product development teams. **6:30 – 6:50 pm \| Talk 2 – Technology and Innovation in Home\-Based Care Using Social Robot Matilda** **Overview:** Attendees will learn how social robotics and AI are transforming residential and home-based care. Key takeaways include: • AI & human-centred interaction: how emotional intelligence, facial/voice recognition, and multimodal communication enable human-like engagement. • Personalised care: how Matilda delivers cognitive stimulation, social connectivity, daily routine support, and health monitoring. • Supporting caregivers: reducing carer burnout, streamlining workflows, and enabling real-time analytics. • Ecosystem integration: combining companion robots with smart home devices and wearables for proactive, independent living. **Speaker:** Dr. Debbie Mei-Tai Chu, A/Prof, Director at Computer, Communication and Social Innovation Hub, La Trobe University Bio: Dr Debbie Mei-Tai Chu is an Associate Professor at La Trobe Business School and Director of the Computer, Communication and Social Innovation Research Hub. She was Program Director of the Master of Business Analytics and Master of Business Information Systems for over 10 years, and has more than 10 years of global industry experience, including as a knowledge management consultant across the public and private sectors. **6:50 – 7:10 pm \| Talk 3 – Beyond LLMs: Developing physical grounded agentic memory** **Overview:** As AI systems move beyond text generation toward autonomous decision-making in the physical world, memory becomes a critical missing capability. This talk explores how physically grounded agentic memory can enable AI agents to learn from real-world experience, retain context, and continuously improve their decisions. Drawing on Generative AI, embodied intelligence, edge computing, and adaptive reasoning, Dr Wei Peng will share insights into building agents that can perceive, remember, reason, and act in dynamic environments. **Speaker:** Dr. Wei Peng, A/Prof, Principal Research Fellow in AI, RMIT University Bio: Dr Wei Peng brings over 15 years of international experience bridging AI research and product innovation across academia and industry. After developing enterprise-scale Generative AI applications at global technology companies, he now leads industrial AI development at RMIT University. He has published at top AI conferences including ACL, CVPR, EMNLP, and NeurIPS, and holds multiple patents. **7:10 – 7:30 pm \| Talk 4 – Brain\-Inspired AI for Robotics: Visual Place Recognition on Neuromorphic Hardware** **Overview:** As robots become more autonomous, the computational demands of visual perception become a major challenge in energy-constrained environments. Can the human brain inspire more energy-efficient robotic intelligence? This talk shares recent research on neuromorphic computing for Visual Place Recognition (VPR), which lets robots recognise previously visited locations. The approach combines Vector Symbolic Architectures (VSA), Spiking Neural Networks (SNNs), and Intel's Loihi 2 neuromorphic processor, replacing conventional nearest-neighbour search with brain-inspired, event-driven computation. Experiments show lower power consumption than a conventional CPU implementation, with competitive recognition accuracy. **Speaker:** Dr. Vidura Sumanasena, Lecturer, AI and Analytics, La Trobe Business School Bio: Dr Vidura Sumanasena is a Lecturer in AI and Analytics at La Trobe University. He holds a PhD from La Trobe and a bachelor's degree in Electronic and Telecommunication Engineering from the University of Moratuwa, Sri Lanka. His research covers brain-inspired AI, neuromorphic computing, Spiking Neural Networks, and Vector Symbolic Architectures, including evaluating neuromorphic algorithms on Intel's Loihi research processors for autonomous robotic systems. **7:30 – 7:50 pm \| Panel Q&A** There will be no question portion after each talk. Please hold your questions for this session, so you can ask anything that may be answered by any and all of the speakers. **7:50 – 8:00 pm \| Community Open Mic** Take the mic and share with the group — from hardware demos and embedded prototypes to quick AI-at-the-edge announcements, project showcases, and calls for collaboration. Last reminder: Please make sure to register on Eventbrite for your free ticket: [https://www.eventbrite.com.au/e/physical-ai-meetup-melbourne-year-ender-tickets-2003999424224](https://www.eventbrite.com.au/e/physical-ai-meetup-melbourne-year-ender-tickets-2003999424224)

Building Construction Contracts Masterclass! (Lionel Diao - AJ & Co Lawyers)

**\*\*\*RSVP PROCESS - CRITICAL INFO\*\*\*** Please be aware, we don't use the Meetup website to take RSVPs, so you will need to register on this link to lock in your place (bookings essential) - [https://propdev.info/uMKh](https://propdev.info/uMKh) We run events most weekends around Australia so you can attend either physically in your local area, or live-stream to any event around the country. **In-Person:** 1:30pm (Melbourne time) to 'Mingle With The Expert' **Virtual:** 2pm (Melbourne time) **INTRODUCING THE INDUSTRY EXPERT:** *Building Construction Contracts Masterclass! AJ & Co Lawyers (Lionel Diao)* Your Building Contract Looks Fine. But Does it Really Protect You? You’ve found the site. The numbers stack up. You’re ready to build. Then comes the building contract. Many mum-and-dad developers assume MBA and HIA contracts are the safest way to go. But are these standard contracts actually suited to the risks and complexities of property development? ***Because building a development isn’t the same as building your own home.*** The wrong contract could leave you exposed to costly variations, disputes, delays and unexpected financial pressure that can eat into your profit. So, are you signing a contract that protects your interests? Or one that could leave you vulnerable when things don’t go to plan? And what alternatives should property developers be considering? At our next Property Developer Network Meetup, **Lionel Diao** from **AJ & Co Lawyers** will unpack why **MBA** and **HIA** building contracts may not be the best option for property developers and explore what alternatives you should consider. **You’ll gain insights into:** • Why special conditions can override standard contract terms • How variations, provisional sums and delays can blow out your budget • The critical deadlines you can’t afford to miss • A practical process to manage contract risks before construction begins Most importantly, you’ll gain a better understanding of how your building contract could affect your risk, your cash flow and your bottom line. Because a profitable development isn't just about getting the build right. It's about getting the contract right before you start. ***This is your chance to talk property with other enthusiasts!*** See you all soon!

Azure Builders: GitHub Copilot Dev Days

🚀 GitHub Copilot Dev Days is coming to Melbourne! Azure Builders is part of Dev Days, a global series of community-led events. Our Melbourne session focuses on using GitHub Copilot in your day-to-day work, in both the Copilot app and the CLI. What's on: Agenda and speakers coming soon. Expect a mix of talks and some hands-on time, so bring your laptop if you'd like to build along! 💻 📅 Monday 16 November, 5:30 PM to 7:30 PM 📍 PwC, 2 Riverside Quay, Southbank 📜 Code of conduct: [https://github.com/github/dev-days/blob/main/EVENT_CODE_OF_CONDUCT.md](https://github.com/github/dev-days/blob/main/EVENT_CODE_OF_CONDUCT.md) #AzureBuildersMelbourne #GitHubCopilot #DevDays #Azure

ACMI - Cafe and Exhibition

**Saturday,** 14th November 2026 **Time:** 11.45am to 3pm **Meeting place** \- ACMI Cafe \+ Bar\, Level 1\, ACMI Fed Square Meet for friendly conversation over over food and drink. Then check out the free exhibitions which include :- * The Story of the Moving Image * Games Lab * Feng Mego * Free Ticketed Artist led Auslan Tour: Sam Martin - Explore Auslan on screen and The Story of the Moving Image with Deaf artist and filmmaker Sam Martin See **ACMI website** for more information and to get a free ticket for Artist led Auslan Tour: Sam Martin. **[https://www.acmi.net.au/](https://www.acmi.net.au/)**

Melbourne Python Meetup – November 2026

**Melbourne Python's Meetup November 2026!** Join Melbourne’s Python community for another night of learning, sharing, and connecting. Whether you’re just starting out or you’ve been coding in Python for years, our monthly meetup is the perfect place to learn something new and connect with fellow developers. This group is for developers, data scientists, web programmers, and anyone passionate about Python. 📅 **When:** 5:30 PM, Thursday, November 12, 2026 📍 **Where:** Judo Bank, Queen and Collins Building Level 26/376-390 Collins St, Melbourne VIC 3000, Australia 👉 [https://maps.app.goo.gl/A9JQTYGrMqGn8AzAA](https://maps.app.goo.gl/A9JQTYGrMqGn8AzAA) **Note:** The entrance is next to Rustica Cafe. Press level 26 when you arrive, and you'll find us there! **Agenda for the Evening** **5:30 - 6:00 PM**: Networking **6:00–6:15 PM** : Welcome and logistics 🎉 **6:15–6:45 PM** - **Talk 1:** Sudharshan - DevOps Engineer@TCS, on Building Microservices on AWS using Python. **6:45–7:00 PM**: Break – Connect with someone new! **7:00**–**7:30 PM** - **Talk 2:** Nigel Chapman - Senior Full Stack Engineer@Enoch Interactive, on FastAPI and Pydantic in 20 mins! In this intro talk to using Python on the web, Nigel will use FastAPI to make a little web service, explore it with Swagger, add Pydantic to enforce data constraints, add simple monitoring, stress test it with Locust, and finally use asynchronous functions to boost its performance. **8:00 PM**: Event concludes 🌟 **Special Thanks** 🌟 A huge shoutout to our sponsors **Judo Bank**, and **AWS** for making this meetup possible. Your support means the world to us! **Interested in Speaking or Sponsoring?** We’d love to hear from you! Email us at **melbournepython@gmail.com** or fill out our speaker interest form at [https://forms.gle/S5T1SL4ULY5aogf47](https://forms.gle/S5T1SL4ULY5aogf47). We can't wait to celebrate Python and the incredible Melbourne community with you. See you on November 12! 🎉