API

Come along and join in a relaxed evening of dev and tech talk, drinks and dinner.

Two thirty-minute presentations followed by Beer & Pizza Speakers: ## From Bits to Collisions: Breaking and Defending Railway OT This session introduces **OT-Security-Lab**, a hands-on railway SCADA/PLC security lab that shows how cyber attacks can create real physical impacts. By simulating safety logic, control registers, and legacy protocols like Modbus TCP, the lab demonstrates how attackers can manipulate OT systems without exploits or malware. It also highlights how Blue Teams can detect these behaviors, helping bridge the gap between IT security and real-world OT environments. Bio: Christian Azuero is a cybersecurity specialist and Technical System Consultant at BMM Testlabs with over five years of experience across firewall auditing, threat detection, DFIR, and regulatory compliance. He designs hands-on Blue-Team and CTF learning environments, including the Hacker Escape Room platform used by students and cybersecurity communities across Australia. Christian holds an MSc in Network & Security from Monash University and multiple industry certifications, and is passionate about making cybersecurity and OT education accessible, practical, and fun.

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.

**‍♀️**Welcome to our Tuesday Social + language ​exchange meetup. Meet people from many countries and make new friends. We always have between 100 - 150 people attending our Tuesday event since this event is listed in 3 different meetup groups. Some people come early some come late, best time is between 6pm to 9pm. This is a great opportunity to learn to speak English with native and non-native speakers. Many English speakers, Europeans, Chinese, Japanese, Koreans, and other Asians attend our fun and friendly party. It is suitable for international students, working holiday people, professional ex-pats, and local Australians.

Thank you for the support at our last event featuring a great pair of speakers, with many turning up to see Will Law visiting our shores. We have a plan to run a more regular meetup over the next year at Kick Streaming HQ in Easygo with several events being mapped out across 2026. Our talks in the February meetup feature three leaders in Video Technology Industry Talks tonight are from two leaders in Video Technology Industry **[Brad Hughes (US) - Senior Engineering Manager @ Amazon IVS](https://www.linkedin.com/in/bradhughes/)** *Enhanced RTMP and HLS Present: Synchronized Vertical and Horizontal Video* **[Alan Rogers - Staff Software Engineer in Video @ Canva](https://www.linkedin.com/in/alanjrogers/)** *Video Sync: The Art of Ignoring Messages* **[Brenton Ough - CEO & Co-Founder @ Touchstream](https://www.linkedin.com/in/brentonough/)** *An update on CMSD-MQA- featured in Denver Mile-High Video conference* Easygo – 271 Collins Street Melbourne Tuesday 24 February, 6:00–8:00pm RSVP is essential for Easygo building access **Sponsors** Our thanks to **Easygo** for hosting and sponsoring pizza + drinks at the venue. Melbourne Video Technology is a volunteer group, as part of many groups independently run around the world. Tonight’s hosts will be: Jeremy Brown, Nick MacPherson and James Broberg

Tuesday nights just got better! Join us at **600 Little Collins St, Melbourne** for a **free beginners Bachata class** — the smooth, stylish Latin dance that’s taking over Melbourne. No partner, no pressure — just good vibes, great music, and easy-to-follow moves that anyone can learn. **Here’s what to expect:** * Step-by-step Bachata basics (no experience needed) * A super chill, welcoming crowd * Music that makes you *feel* like you’re on holiday **Location:** The Salsa Foundation, 600 Little Collins St, Melbourne **Time:** Tuesday 6 PM — arrive a few minutes early to check in ️ **Cost:** Free (bookings required — limited spots!)

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/.

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!

### **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

# ** 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/)

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

## 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

## 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

**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

Description - Discover Kiro, AWS's innovative development environment that adapts to your workflow. Whether you prefer specification-driven development or a more intuitive, vibe-based approach, Kiro empowers you to build applications your way. In this hands-on session, you'll explore Kiro's evolution through re:Invent 2025 and see live demonstrations of creating APIs, hooks, and real-world integrations. Watch as we build a complete example from scratch, showcasing Kiro's full agentic workflow in action. What You'll Learn - Core Kiro concepts and development philosophy Feature evolution: pre and post re:Invent 2025 Practical examples: API creation, hooks, and integrations Live coding demonstration with real-time problem solving Who Should Attend - Developers, solutions architects, and technical leaders interested in modern AWS development tools and AI-assisted coding workflows. **Speakers Bio:** Matthew Jorat: Matthew Jorat is a Customer Solutions Manager at AWS with nearly three decades of expertise in AI, cloud transformation, migration, modernization, IT, technology, and business. His career spans infrastructure engineer, solutions architect, security auditor, customer success director, support and services director, and operations officer. He was an early adopter of AWS services as a customer, and his current role at AWS uniquely blends his technical and business skills as he partners with executive teams to translate strategic priorities into measurable business outcomes through cloud adoption, AI implementation, and operational excellence. Matt leads end-to-end AI initiatives for enterprise customers, identifying high-impact use cases and maintaining relentless focus on measurable ROI. He holds eight AWS certifications and serves as Adjunct Professor at Franklin University teaching cloud computing and AWS architecture. His expertise encompasses GenAI, agentic AI systems, migration, modernization, and optimization strategies that drive transformation at scale. Girish Bhatia: Girish Bhatia is a seasoned technology delivery leader with deep expertise in cross-domain program management. He holds multiple AWS certifications, including AWS Certified Solutions Architect – Associate, AWS Certified Developer – Associate, and AWS Generative AI Practitioner, and is also an AWS Community Builder. Girish brings over two decades of experience in the information technology industry. Girish has led major technology-driven business transformation from modernizing on-premises applications to driving large-scale cloud migrations. His work includes API-based integration platforms, data-center and mainframe modernization, and enterprise cloud adoption initiatives **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

Want to be a speaker? submit your talk to our Call for Presenters!!! https://sessionize.com/cbus-hug-2026/

Meeting @ Improving's office in Downtown Columbus, near Cosi. Parking is paid, food & drink are free! This time we're hanging out after the long winter break. We are going to look at a group-member's project used to help learn the fundamentals of Go, and if time allows, we can take a look at how we like to build Go projects using AI.

Come out to Improving for our monthly iOS and Mac meetings. This Month's Presentation: Nothing yet. (You should volunteer). What is Cocoaheads (http://cocoaheads.org/)? CocoaHeads is a group devoted to discussion of Apple Computer's Cocoa Framework for programming on MacOS X and iOS (including the iPhone, iPad and Apple Watch). During monthly meetings, members present on their projects and offer tutorials on various programming topics. What is BuckeyeCocoa (http://buckeyecocoa.org/)? BuckeyeCocoa is a group of Objective-C/Swift developers/enthusiasts. We host monthly Cocoaheads and near-weekly NSCoder meetings in Columbus, Ohio. The meetings are free to attend. Presentations! Presenters welcome! We are always in need of people willing to present material. Any Swift and/or Objective-C related topic is welcome. Times can be 5 minutes (i.e. lightning talks) to a maximum of 2 hours. Interested? Contact info is on the BuckeyeCocoa website. To volunteer for a presentation contact us at @BuckeyeCocoa on Twitter. Follow us on Twitter! @BuckeyeCocoa (https://twitter.com/#!/Buckeyecocoa/) For more information: http://buckeyecocoa.org/

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.

Our monthly PHP meetup. A virtual shindig courtesy of Zoom. Check back here for the details around 6:15 pm