Ontology

Andrew Herd is facilitator of the KM Landscape, a volunteer effort to capture the broad vocabulary of KM and related terms and reduce the confusion around shared concepts around the world in our discipline. As part of this work, some amazing and diverse thinking has been shared and out of that Andrew started to realise that a lot of knowledge concepts can be boiled down to two distinct areas: transactional and relational. He started with the DIKW pyramid with Data and Information being transactional and Knowledge and Wisdom being Relational but he has take the concept far beyond there and this month we are kicking off the year getting our heads around why automating the transaction world with AI might leave some pretty big gaps to fill and what we are KM professionals can do about it. This event is hybrid with Andrew joining online from Belgium. Thanks again to MinterEllison, who host the amazing space we meet in each month. **Session Details:** * **Date & Time:** 6:00pm AEDST, Fourth Wednesday of each month * **Format:** Virtual session on Teams * **Agenda:** * 6-6:30 pm networking * 6:30-7:45pm exploration of the topic * 7:45-8pm wrap up * 8pm dinner for those interested. KMLF has run monthly, almost uninterrupted since 1998, serving the Victorian Knowledge Management community with close ties to Change Mgt, Records Mgt, Information Governance and Academic communities.

RSVP on our Meetup event >> https://www.meetup.com/gdg-melbourne/events/313164035/ RSVP Codeword: NEWYEAR Get ready for our first monthly meetup of the year! This event is hosted at the Mantel Group Office, with the recording of the talks to be shared afterwards on YouTube if you can't make it. There will be food, networking and some surprise swag! Agenda: 6:20 - Intro 6:30 - Talks 8:00 till late - networking & chat (& drinks optional) Talks and Speakers: Kotlin → C#; Experimenting with Cross-Runtime Interop by Isuru Rajapakse, Senior Android Developer at Motorola Solutions Kotlin is a warm, cozy blanket of null safety and garbage collection so that we don't gave to get our feet wet. But what happens when you rip that blanket away, compile your Kotlin code down to a C static library, and try to use it in a .NET application? I did it so you don't have to. And I brought the stack traces to prove it. From Hype to Hands-On: Building Smarter Apps with the Agent Development Kit by Lovee Jain, Google Developer Expert - Cloud | Senior Software Engineer @Prezzee AI agents are more than hype — they’re a new way to design applications. In this talk, we’ll take a practical look at the Agent Development Kit (ADK) and how developers can use it to orchestrate multi-agent workflows. We’ll explore agent types, chaining strategies, and how to integrate tools and context effectively. The session includes a demo of a point-based buying agent that showcases how agents can interact, make decisions, and deliver value in a real-world scenario. Expect less buzzword, more code, and practical lessons you can apply in your own projects. Agentic DevOps: I Gave AI Agents root access to a VM – Here’s What I Learned by Bishal Sapkota, Software Engineer | AI Solutions Architect | Co-founder at Outback Yak Real Automation, self patching, persistent memory, cron jobs, and the obvious loaded gun. How to find us: 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.  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 --- 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 Cloud 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-february-2026-meetup/.

Hey everyone We are putting on an in person OpenShift meetup on Wednesday 25 Feb. Come and join us to hear the latest capabilities for OpenShift 4.21, Roadmap, Virtualisation, GPU, AI & MCP servers and more. Having just returned from Red Hat One in Vegas we have a lot to share of what we have seen happening around the world. Its the usual time starting at 6pm with a 7:30pm finish as well as drinks and pizza! Look forward to seeing you there. OpenShift Meetup team https://www.redhat.com/en/blog/achieve-more-red-hat-openshift-421

LAST WEDNESDAY OF THE MONTH so **IT'S DRAWING NIGHT AT SQUISHFACE** Join us at Squishface's studio space in South Melbourne: Studio Hall, on the grounds of St Kilda South Port Uniting Church on Dorcas St. There are FOUR TRAMS you can catch from the city. **58, 96, 12** or the **1!** It is even walkable from the city. Bring your sketch books, bring your pens, bring a friend. It's not a class - it's a drawing hang out. All skill levels welcome. Always lots of regulars, always newies. Be socially awkward, be confident as heck. This is informal, it's just a free drawing session. Go ahead and bring snacks. But no nuts please! Our venue is wheelchair accessible, as are the very toilets. Minors are welcome but will need an accompanying adult. Contact us on 0422509144 if any issues or you get lost. Please follow us both on instagram, for comic and zine related news and events. 👉 [Squishface Studio](http://www.instagram.com/Squishfacestudio) Here's an [instagram video](https://www.instagram.com/reel/C4J5GiOPLxc/) showing where Studio Hall is. You simply enter from the street, walk up toward the big bluestone church, then go left to the car park and you will find Studio Hall!

# **🎉 Melbourne AWS User Group –** February **Meetup 🎉** **📅 Wednesday, 25 February** **📍 NAB Events Hub – 395 Bourke Street, Melbourne** **⏰ Food at 6:00 pm, talks from 6:30 pm (with live stream)** We’re kicking off 2026 properly with a deep technical session and another exciting speaker announcement coming soon 👀 This month we’re diving into Kubernetes networking changes that could directly impact your clusters — especially if you’re running Ingress-NGINX. This month’s lineup features: * **Gokul Venugopal** returning with a Level 300 session on the retirement of Kubernetes Ingress-NGINX. * **Warwick Wilson** shares lessons from running and evolving a production AWS Serverless orchestration platform over three years. A huge thank you to our sponsors: 🥇 Mantel Group – Gold Sponsor, 🥈 Cevo – Silver Sponsor, 🏛 NAB – Venue Sponsor The event will be **live-streamed on YouTube** as always. *** # **🗓️ Agenda** * **6:00 pm** – Food & Socialising * **6:30 pm** – Introductions * **6:40 pm** – What’s New in AWS * **6:55 pm** – The Retirement of Kubernetes Ingress-NGINX (Level 300); Speaker: **Gokul Venugopal** * **7:25 pm** – Almost Serverless Spatial (Level 200); Speaker: **Warwick Wilson** * **7:55 pm** – Marketplace (Who’s Hiring) * **8:00 pm** – Networking + Close *** # **🎤 Talk Details** ## **The Retirement of Kubernetes Ingress-NGINX: Impacts, Risks, and Next Steps** Speaker: Gokul Venugopal Level: 300 Description: Ingress controllers are foundational to how traffic flows into Kubernetes workloads — but with the announced retirement of Ingress-NGINX, many teams are asking: what now? In this session, Gokul will cover: * A refresher on Kubernetes Ingress and the role of Ingress-NGINX * What the retirement means in practice * Risks for existing clusters * Migration paths and available alternatives * Pros and cons of the major options If you’re running Kubernetes in production, this is one you don’t want to miss. *** ## **Almost Serverless Spatial** Speaker: Warwick Wilson Level: 200 Description: Warwick manages a Spatial Data supply and distribution platform for DTP, an AWS Serverless orchestration that has now been in production for nearly three years. In this session, Warwick will walk through: * The original architecture and design decisions * How the AWS Step Functions workflows started simple * How they evolved over time as production realities set in * Lessons learned operating and refining long-running serverless orchestration If you're running or designing Step Functions in production, this is a practical, experience-driven session you won’t want to miss. *** # **🙌 Want to Speak at a Future Meetup?** We’re always looking for new speakers and believe everyone has an interesting talk waiting to be shared. If you’d like to present at a future event, reach out at the meetup, via our website: 👉 [https://melb.awsug.org.au/speak/](https://melb.awsug.org.au/speak/)

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

**Important notice - Please use this link to register for the meetup** **https://luma.com/w01uummz** **Site Reliability Engineers vs Platform Engineers: Who Owns What?** Join us for a dynamic panel discussion exploring the evolving landscape of infrastructure and operations roles in modern tech organizations. As companies scale and technology stacks grow more complex, the lines between Site Reliability Engineering (SRE) and Platform Engineering can blur, overlap, or diverge entirely depending on organisational needs. This session brings together practitioners from both disciplines to unpack the core responsibilities, shared territories, and distinct ownership areas of each role. But here's where it gets interesting: ownership boundaries vary dramatically across organizations. At some companies, SREs build the platform. At others, Platform Engineers handle production reliability. Many teams share responsibilities for Kubernetes, observability tools, infrastructure as code, and deployment automation. Company size, maturity, culture, and technical stack all influence how these roles are defined and what each team owns. Our panelists will discuss real-world examples of how their organizations have drawn these boundaries, where collaboration is essential, where conflicts arise, and how to think about structuring these teams for success in your own context. Whether you're an SRE, Platform Engineer, engineering leader, or simply curious about these evolving disciplines, you'll leave with clarity on the distinctions, insights on common patterns, and practical perspectives on making these roles work together effectively.

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!

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!

**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

**Caller: Frank Buschelmann** **Band: The Rosenthorns** **Big Scioty Contra Dance** **temporarily returning to our long ago location for Jan-March - First Congregational Church, 444 E. Broad St., Columbus 43215** WHAT IS CONTRA DANCING? Picture the Grand Ball scenes like you’ve seen in period films such as “Pride and Prejudice”, where the dancers are lined up in long lines, across from each other. That’s English Country Dancing, the predecessor of contra dancing. Now, add moves like “swing your partner” and “do-si-do,” like you’ve seen in square dancing. Set it to fabulous, high energy, live music with fiddles, guitars, percussion and more, alá “Riverdance.” Finally, set the whole scene down in the middle of Woodstock, with a hip, groovy atmosphere, a bit of tie-dye, and hints of counter-culture attitude. THAT’s Contra Dancing! Wear cool and comfortable clothes (you will get warm) and clean shoes that won't mark up our nice wood floor. Be sure to come for the beginner's lesson from 7:30 - 8:00, followed by dancing 8:00 - 10:30. All dances are taught; we will help you learn! Beginners always welcome, no need to bring a partner. Cost is $10.00 adults, $5.00 ages 12-26. Under 12 free. Free parking in church lot. For more information contact me or check out our website: [www.bigscioty.com](http://www.bigscioty.com/) Please bring your own refillable water bottle. Snacks to share are always welcome!

http://photos2.meetupstatic.com/photos/event/2/a/9/6/600_348310902.jpeg Instructor - Crow, HPS Class fee is $30 at the door or approved exchange RSVP with Advance pay of $25 (discounted) by PayPal on the web or by contacting Enchanted Elements (614) 437-2642. Reservations made directly to Enchanted Elements will be added to the class list manually not online. Private Instruction ~ Closed to the Public ~ Initiated Members Only Please come prepared for ritual. Blessings ~ Crow

It’s time to take control of your mental health. How do you get rid of stress, anxiety and uncertainty? These emotions are buried deep in your reactive mind. Find out what the reactive mind is, and in the process find yourself. Have you ever suffered from a traumatic experience, a deep loss or been through a painful breakup? Has your ability to communicate suffered as a result? And after that, even though you "moved on" did you find that things were never quite the same? Have you ever looked at childhood photos, or reminisced your early life and wondered where that happiness and spark went? Are your emotions out of your own control? Have you ever felt, even if you aren’t aware of it, that possibly you are getting in your own way of your happiness and success? How does this affect your self-confidence? Find out what is at the root of all stress, anxiety, depression and self-doubt. Find out how and why you hold yourself back from achieving your goals and having the life you have dreamed of. As soon as you learn what is at the root of these unwanted conditions, you’ll see it is something you can DO something about. You will not be labeled or categorized at this MeetUp.

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

Feeling down? Sometimes depressed? Can't focus? Negativity & stress? Recent losses? Creativity in career and personal life hindered by mental blocks? Sometimes we never fully recover from traumatic experiences. Whether it was yesterday, last week or a year ago, traumatic experiences - a loss of a loved one, losing a job, a breakup - can leave you scarred. You talk about it and feel a little better, but it never goes away. After you hang up the phone, it's still there; the sadness, the cloud, the over-thinking, the worry, the guilt. You try to focus, but you're blocked. You try to look forward into new experiences, new relationships but a cloud is hanging over you, casting a shadow on what you once considered a bright, cheerful future. What happened to your courage? Your strength of character? You're 'why not' attitude? Whoever said 'time heals' must have had a special time machine, because after weeks, months, years, you're wondering - when exactly does that kick in? Sometimes it seems like drinking or drugs are the way to go. But they wear off, and now the problem is still there with added side effects from the drugs. At this free local Meetup event we will talk about: * What causes grief, anxiety and depression to become chronic. * Is it possible to regain your joy and happiness even after traumatic experiences? * How to break away from negativity and focus on the future * What are the steps to take to get control of your mind and your emotions? Learn about a safe, gentle, do-it-yourself counseling that can be done in the comfort of your own home. Let's explore safe, effective solutions for healing from traumatic experiences. Be sure to click on the red "Attend" button below to come to the event. We look forward to seeing you there. This group is sponsored by the Dianetics & Scientology Life Improvement Center.

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.