Information Architecture

Welcome to 2026!! We need a second speaker please - if you are doing anything cool let us know Melbourne(at)serverless.org.au and we can get you on the agenda! Even for a future month if you are not quite ready yet. THANKS TO MANTEL GROUP for sponsoring the location & refreshments again! Thanks also to PROGRAMMABLE - we have tickets to give away for people who attend the meetup this month! Please get in touch ASAP if you would like to talk at a future event, send us an email at Melbourne(at)serverless.org.au for more info! First time speakers are more than welcome and we can provide you assistance if you need with your presentation beforehand. Please reach out Melbourne(at)serverless.org.au. It can be a regular talk, lightning talk, demo, workshop, whatever is your thing our community will love it - as long as it is serverless related! Venue: MANTEL GROUP, Level 2, 452 Flinders St. Melbourne Look for the signs! 📅 Agenda 📅 5:30 PM - Doors Open! 6:00 PM - Welcome from the organizers / housekeeping 6:05 PM - **"Build vs Buy - how LLMs are shifting the scales" - By Liam Johnston, Lead Consultant, V2 AI** This talk examines how LLMs are fundamentally changing the build vs buy calculus. Through a real project - a crossword generator using AI for clues and algorithms for word-fitting across 300k words - we'll explore why projects that were impossible side quests two years ago are now weekend builds. 6:35 PM - Pizza & Networking 7:00 PM - **"Middle age serverless – Step Function maturation" by Warwick Wilson from the Department of Transport and Planning.** Warwick will share some updates on his AWS Step Functions in spatial data distribution systems which he presented a couple of years back. It looks very interesting! 7:30 PM - Networking and finish the Pizza! 8:00 PM - Door Close, see you next time!

**Event Confirmation Form!** ➡️ We kindly request you fill out this **event confirmation form** to confirm your attendance for the event and your dietary requirements - [https://forms.gle/QwVc4QifPJqfvkd4A](https://forms.gle/QwVc4QifPJqfvkd4A) \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- ## **What's On? 👀** **Panel:** State of Application Security: 2025 Trends, 2026 Strategy **Speakers:** * Jason Liyanage - Application Security Lead, Sportsbet * Louis Nyffenegger - Founder and CEO, PentesterLab * Raafey Khan - Director of Application Security, CyberCX **Abstract:** Application security is evolving faster than ever. This panel brings together practitioners, security leaders, and strategists for a candid look at what shaped AppSec in 2025 and what organizations are prioritizing in 2026. **The discussion will cover:** * **Vulnerability Trends** — What spiked, what persisted, and what caught teams off guard in 2025 * **Emerging Technologies** — New tools and capabilities are reshaping how applications are built, tested, and defended * **What Worked** — Strategies and approaches that genuinely moved the needle for security programs * **What's Next** — Bets organizations are placing bets for 2026, from new toolchains to shifting security culture Whether you're a hands-on practitioner or a security leader, this session offers grounded insights and forward-looking perspectives to help navigate the year ahead. *** *Placeholder abstract — subject to refinement once panelist details and discussion themes are confirmed.* ## **Location** 📍 Atlassian Melbourne Queens & Collins Building, Level 20, 100 Queen Street, 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/QwVc4QifPJqfvkd4A](https://forms.gle/QwVc4QifPJqfvkd4A)

Come join us for our first workshop of 2026! Join **Women Coders** for an interactive workshop where you'll learn to build on and use Azure AI with all its agentic AI capabilities. Connect to and leverage various models across the platform to fit your use case and scenarios and power agents. This will be an in-person, hands on workshop **What You'll Learn:** **🛠️ Hands-on coding** with step-by-step guidance to Azure AI platform 💡 **Expand your skills** with resources to deepen your understanding of GPT models and how to leverage them **🫱🏽‍🫲🏼 Network** with like-minded professionals in a supportive environment. **Who Should Attend:** * Women in tech passionate about AI * Developers looking to get across Azure AI * Anyone interested in coding and innovation **What to Bring:** Please bring your laptop - we'll use Azure platform on the day. Please have a subscription set up if you would like to code along on the day. A free trial can be accessed here: [https://azure.microsoft.com/en-au](https://azure.microsoft.com/en-au) **About the speaker:** [Akanksha Malik](https://www.linkedin.com/in/akankshamalik96/) is a Managing Principal at IRIS by Argon & Co, a Microsoft AI MVP and an international speaker. As the founder of Paths Uncovered, she is dedicated to showcasing non-traditional routes into technology, encouraging diversity and inclusion in the industry alongside consulting work. After studying Financial Maths and Actuarial Science at UCC, Ireland, she realised she wanted to work with people as well as numbers. As a consultant, she works with clients to help them solve problems by making more informed decisions with data. Her belief in making technology, particularly AI, accessible to all is evident through the numerous community events, meetups, and conferences she organises. She is the co-founder and director of Women Coders alongside Gretch, dedicated to building a more equitable world. **Sponsors:** This event is sponsored by IRIS by Argon&Co, who are hosting and catering for us on the night!

Welcome back for 2026. We're kicking off with a talk by [Caitlin Blackwell](https://www.linkedin.com/in/caitlin-blackwell-8328a623/), Head of Product from Seek who'll share real life stories of getting a product live with AI and the learnings along the way. Caitlin Blackwell is a Head of Product for SEEK across APAC where she leads a team of PM across the homepage feed, search and job pages to help candidates get great jobs and drive high quality placements for hirers. She has worked in a range of ecommerce and SaaS companies as well as being at SEEK for a long time. She resides on a farm on the famous Great Ocean Road in Victoria, Australia where a large garden, a dog and 100 acres of bush keep her busy. **Our amazing sponsors are Easygo** Bio: [Easygo](https://www.linkedin.com/company/easygo-au/?originalSubdomain=au) is the Australian powerhouse behind the world’s biggest online casino, as well as pioneering a creator-first online streaming platform with over 50 million users. Fuelled by an ambitious mission, our culture of collaboration invites industry visionaries, innovators, and disrupters to drive the future of entertainment forward.

### **The Vibe** Are you curious about AI and automation, or are you already building complex workflows in **n8n**? Join us for a casual, after-work gathering in the heart of the Melbourne CBD. This is an "open floor" event—no rigid slides or formal pitches. Just a group of locals grabbing a drink and talking about how we use n8n to reclaim our time and supercharge our businesses. ### **Who This Is For** * **The Curious/Newbie:** If you’ve heard of n8n but haven't started yet, come see what’s possible. No question is too basic! * **The Pro/Builder:** Share your latest "Agentic" workflows, swap tips on self-hosting, or help troubleshoot a tricky expression. * **The Business Owner:** See how Melbourne SMEs are using automation

## Details **Ruby Meetup Melbourne will be run as a hybrid meetup.** **1\. What** Join us for an evening of talks on Ruby and related topics, plus socialising, food and drinks. You can find out about the **[Talks for the night here](https://github.com/rubyaustralia/melbourne-ruby/milestones?direction=asc&sort=due_date&state=open)** Alternatively, their will be announced on Slack, Twitter, Github & Meetup closer to the date **2\. Where 📍** \- In Person: meet us at the Ferocia in Melbourne CBD from 5:30PM \- Online: Click [Jump in Zoom Meet Call](https://us02web.zoom.us/j/84834916944?pwd=SWlQOGJsbEZwNkNwVVk4Q25WaVNRZz09) from 6.30pm onwards **3\. Sponsors 🎉** This is a Ruby Australia supported meetup, with event sponsorship provided by our Major Sponsors: * [Ruby Australia](https://ruby.org.au/) * [Assembly Four](https://assemblyfour.com/) * [Gleam.io](https://gleam.io/) for our Drink sponsors for Melbourne Ruby Meetup * [Ferocia](https://ferocia.com.au/) for being our venue partner. **4\. Anything else ?** To suggest or vote on a talk, please look in[ Github repo](https://github.com/rubyaustralia/melbourne-ruby) **Come in from 5:30pm-6PM** for some early chatter, we'll kick the proceedings off properly around 6:15, hear from our presenters, and then socialise further after the talks. See you there 😄

The discussion topic for this meetup will be identity and whether or not history is a necessary condition for consciousness as Dretske proposed. James

## Overview Join us in person to explore the newest AI tools, master prompt engineering, and dive into large language models! ## Join Us for Graduate Pathways in AI! Ready to dive into the world of AI? Come explore the latest tools, get hands-on with prompt engineering, and uncover the magic behind LLMs (Large Language Models). This is an in-person event perfect for grads looking to boost their AI game. Don't miss out on networking, learning, and having fun with fellow AI enthusiasts! **Agenda** 6:00 PM - 6:15 PM Arrival + food + networking Check-in, pizza/soft drinks, quick intros. 6:15 PM - 6:25 PM Welcome + session framing What you’ll learn, how to use the session, and how Q&A/breakouts will work. 6:25 PM - 6:45 PM The LLM landscape in 2026 (practical view) What LLMs are good at vs. not good at. Common workflows teams use (research, analysis, content, coding assistance). Tool categories (models, chat UIs, notebooks, agent frameworks, evaluation/testing). 6:45 PM - 7:05 PM Prompt engineering + agentic AI (live examples) Prompt structure you can reuse: role, task, context, constraints, examples, evaluation. How to iterate: compare outputs, check assumptions, reduce hallucinations, get citations/traceability. Agentic workflows: when an “agent” helps (multi-step tasks, tool use, memory) and when it’s overkill. 7:05 PM - 7:20 PM Breakout circles (small groups) 7:20 PM - 7:27 PM Resources + next steps Share resource pack: tool list, learning roadmap, project ideas, evaluation checklist. 7:27 PM - 7:30 PM Surprise + close Surprise reveal and thank you

Smashing! Try something new Interactive workshops - Become the charismatic leader Why is Smashing different to other speaking clubs? Passion!!! 1. **Everyone talks** many times during interactive workshops 2. **FAST LEARNING** 3\. Relaxed and fun **IMPORTANT: Be on time, as doors close at start time** Multicultural Hub, 506 Elizabeth St (Opposite Queen Vic Market) Level 1, RAINBOW ROOM More to come...

Come along and mingle with other developers, hear about GitHub, and get excited for all the amazing things happening this year. Food will be provided, and there will be SWAG (including some limited edition lunar new year merch), so get excited! Agenda: 5.30pm - Arrival 5.40pm - Welcome 5.45pm - Mini talk: Creating fun with WhatsApp 5.55pm - Talk: Natural Voice Conversations with AI Agents - ChatMTB and Cora 7pm onwards - Food, networking, drinks, and SWAG There will be a door prize for this event, so make sure you come along. Thank you to our generous sponsors Versent (venue) and Twilio (food) for their support.

Please join us this Sunday as we discuss work, labour, machines and the good life. Ilya will be leading this session. It's a big topic and we are likely to continue talking about it next Sunday. **We will meet at the Queensberry Hotel, 593 Swanston Street, Carlton (100m north of previous location) at 2pm for a 2:15pm start sharp.** **We kindly ask attendees to pay $5 to attend to help with MeetUp costs & venue costs. This is not mandatory, but if you are a regular member it would be appreciated. Any extra moneys will go towards buying food and drinks for the table. The venue also expects us to spend money as a group, so grateful if everyone could buy a drink from the venue.** There is no pre-requisite preparation necessary, nor a philosophical background, all that is required is a curious mind. These discussions are both a Socrates Cafe style discussion and lively metaphysical dojo, in the spirit of learning and friendly debate, so please feel free to challenge assumptions and be prepared to have your own assumptions challenged. Find below some questions to consider, however these are free-ranging events and the below serve as a springboard for the discussion: **Why we work** 1\. If there was no economic necessity – would you still choose to work? 2\. Would you do similar work to what you currently do or something else? 3\. What is “work” as opposed to leisure or other activity? 4\. Is doing work essential to living a ‘Good Life’? 5\. Do you feel guilty when not working? 6\. Is becoming competent at a profession important for identity formation? **Paradox of productivity** 7\. Why is it that no matter how much the economy is industrialised and automated\, there have always been enough new jobs created to keep unemployment low? 8\. In 1930\, the prominent economist John Maynard Keynes predicted that within 100 years technological improvements would result in a 15\-hour work week\. Why hasn’t this happened? 9\. We live in a society where much has been simplified to ‘a click of a button’\, yet why do we feel busier than ever? 10\. Has the removal of bottlenecks caused us to live at a more frenetic pace? 11\. Does difficulty and friction create meaning? Do resistance and constraint force us to slow down and better appreciate life? **Work in my backyard** 12\. To what degree does work \(and associated competition\) function as a necessary ‘sorting mechanism’ for status and resources? 13\. Competition for many jobs – especially those that are prestigious \- is increasingly global\. Has it become harder for people who want a ‘normal’ job \(and the good life\)? 14\. How does the globalisation of work affect how we see the ‘relevant moral community’\, such as between Australia and developing nations? 15\. Is globalised work a trend towards greater justice or injustice? **Augmented Indolence?** 16\. While the advent of every technology introduced thus far has not reduced human labour in aggregate\, with AI will it finally be different this time? 17\. If AI replaces numerous types of jobs wholesale\, what new work may be created \(or greatly expanded\) for humans to do? 18\. If aggregate human labour was drastically reduced\, is it more likely that people will feel liberated from economic necessity\, or beset by a crisis of meaning? 19\. What is worse – a life of constant work\, or no work at all? Hope to see you there!

Too many kids as well as teenagers and adults have problems with study. Today's meetup will inform you about the basics in STUDY TECHNOLOGY that provides an understanding of the basics of learning and supplies exact ways to overcome all the pitfalls one can encounter during study. This is applicable to young children, teenagers (or their parents that are trying to help them) and adults alike. Study Technology shows how one studies in order to comprehend a subject so one can apply it. Laws on which learning is based and workable methods have also been discovered for anyone to apply for themselves or when teaching others. Too many students graduate from school and college unable to put to use what they’ve learned in school. It’s not that they’re stupid or that their teachers didn’t know how to teach. More than likely it traces back to the one thing missing from most educations—learning how to learn in the first place. We all went to school, yet isn’t it odd that no one taught us how to study? The information presented at this meetup can help anyone improve others or his own ability to learn. It is a practical tool that parents and teachers alike can use to enhance a child's study performance. You’ll learn the barriers that lie between your own or a child's education. And you will very quickly learn how to overcome them. This technology will enable you or a child to pursue any subject with skill and confidence. Teachers who have "hard to handle/distributive " or slow learners in class will absolutely love the amazing turn around most often seen in improved behaviour and student performance in class. If you or your child has difficulties at school (or learning new things at work or online) than this meetup is important to you. If you can not make it to our meetup than contact the organizer and arrange it to suit your time. This technology can if one was to live far away be taught online. (extension course) You may offcourse also opt to have this technology taught to your own child by experienced volunteeer staff or learn about this yourself and transfer this knowledge to those you want to have better grades. Yes it is possible to improve anyone's study performance. All it takes is just 5 steps. See you at this meetup. Pam

Join us and work remotely together with like-minded UX folks. This is a last minute opportunity to get out at one of our favorites, [Junto](https://thejuntohotel.com/)! Plenty of seating is available in addition to a connected coffee shop and restaurant. I will be there 10-12 for sure, maybe longer. Feel free to come and go anytime during the day, and don't forget your charger and headphones!

Window functions have nothing to do with the Windows operating system but provide a “window” to a result set when used in SQL queries. They are powerful, set-based methods to view data in unexpected ways. Window functions provide easy, set-based solutions to solve some common problems: * Using running totals * Performing operations in intervals * Identifying data gaps and islands * Performing aggregates without losing detail Many people are confused by window functions and do not know how to use them properly. This session will explore window functions, how they work, and how to use them. Demonstrations with several examples will solidify how window functions can simplify queries and make them more powerful.

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)

We will show a variety of methods for building agents that run in Microsoft Foundry. This covers the different types of agents: Prompt, Multi, and Hosted, as well as the development lifecycle using evals and traces.

**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** *Spec-Driven Development with GitHub Spec-Kit: From Intent to Implementation* Spec-driven development flips the traditional workflow on its head: instead of code being the source of truth, the specification becomes the backbone of design, collaboration, and delivery. In this session, we’ll explore how GitHub Spec-Kit enables teams to treat specifications as first-class artifacts—living documents that drive architecture, implementation, and verification. You’ll learn how Spec-Kit helps teams clearly express intent using structured, version-controlled specs that live alongside code. We’ll walk through a practical workflow that starts with defining system behavior and constraints, then progressively refines those specs into testable, automatable outcomes. Along the way, we’ll show how specs can reduce ambiguity, improve cross-functional collaboration, and make design decisions explicit before a single line of production code is written. This talk will cover: --What spec-driven development is (and what it isn’t) --How GitHub Spec-Kit fits into modern developer workflows --Using specs to align product, engineering, and AI-assisted development --Real-world examples of turning specs into implementations with confidence Whether you’re building greenfield systems, integrating AI into your stack, or trying to reduce costly rework, spec-driven development offers a scalable way to move faster without sacrificing clarity. Attendees will leave with concrete patterns and a clear mental model for adopting GitHub Spec-Kit in their own projects. **YouTube Link** TBA

This meeting will be an open discussion about the book "an Immense World" by Ed Yong

Rev. Steven Clevenger is an ordained spiritualist minister with over 40 years experience as a Spiritual Healer, Clairvoyant and Spiritual Teacher, educated and trained at the White Lily Chapel. Rev. Siobhan Wolf Shaffer is an ordained spiritualist minister and certified medium and healer with over 20 years experience. She began her development in 1988 in Pennsylvania and continued when she moved to Ohio in 1998 where she studied at Rays of Lights Church with Rev. Steven Clevenger. Our full worship services consist of an inspirational lecture, healing meditation, and messages from the spirit world that serve to demonstrate evidence of eternal life. Please visit our Official Church Website (http://raysoflightchurch.com) for more information.