Software QA and Testing

Dear STAG members, We are back with **🚀STAG In-Person Meetup!** **Topic: Calculating the Savings with AI-Assisted Performance Testing Using LoadMagic and JMeter** Artificial Intelligence is rapidly transforming the way performance testing is performed, but how much time and cost can it actually save? Join us for an engaging and practical session with **[Renard Vardy](https://www.linkedin.com/in/renard-vardy/)**[ ](https://www.linkedin.com/in/renard-vardy/)as we explore how AI-assisted automation can dramatically reduce the effort and technical complexity involved in creating and maintaining JMeter performance test scripts. In this session, Renard will demonstrate how **LoadMagic** can automatically correlate a JMeter script, showcasing how AI-assisted scripting can simplify and accelerate this process through a live demonstration. 📅 **Date:** Wednesday, 24 June 2026 🕕 **Event** **Time:** 5.30 PM - 7.30 PM 🕕 **Speaker** **Time:** 6 PM - 7 PM 📍 **Format:** **In-Person Meetup** 📍**Venue**: Level 3, 271 Collins Street, Melbourne VIC 3000 **Thanks to our Event Sponsor : [Easygo](https://easygo.io/)** 287 Collins Street, Melbourne, VIC 3000 ***Food & drinks will be provided.*** 🤝 **Networking** before and after the event. Join us from **5:30 PM** for pre-event networking and stay after the session until approximately **7:30 PM** to connect with fellow testing professionals. **About the Speaker – Renard Vardy** Renard Vardy is a highly experienced Software Quality and Performance Testing specialist with more than 25 years of industry experience helping organisations improve the reliability, scalability, and performance of critical software systems. Throughout his career, he has worked across government, enterprise, and large-scale digital transformation programs, with a strong focus on Performance Engineering, Test Automation, and emerging AI-driven testing practices. [https://www.linkedin.com/in/renard-vardy/](https://www.linkedin.com/in/renard-vardy/) If you need any further info, please email at [stag@test-fast.com.](http://stag@test-fast.com./) Join [STAG mailing list](https://test-fast.com/community/stag/membership-for-stag) to not miss any notification & also join the [STAG premium membership](https://test-fast.com/community/stag/premium-membership-for-stag-members) today and unlock a world of exclusive benefits designed to propel your career in software test automation to new heights. [Sign up now](https://test-fast.com/community/stag/premium-membership-for-stag-members) and take advantage! Also, join us on: [Subscribe STAG on YouTube](https://www.youtube.com/channel/UCRu6aED3NQbkBW5SxfAF_Lg) (for recordings) [Follow STAG LinkedIn Page](https://bit.ly/3x4mWog) [STAG LinkedIn Group](https://www.linkedin.com/groups/6967675/) STAG [WhatsApp channel](https://whatsapp.com/channel/0029VagLSlQDTkKBtPYfCi1W) We look forward to seeing you there and making this event a memorable and valuable experience for everyone. **Why Attend?** * **Networking Opportunities**: Meet and interact with like-minded professionals in the software test automation field. * **Knowledge Sharing**: Engage in insightful discussions and share your experiences and challenges. * **Collaboration**: Discover potential collaborations and partnerships within the community. Thanks & Regards, **STAG** *{Empowering Test Automation}*

**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/5P1kfDSRtbtKze9AA](https://forms.gle/5P1kfDSRtbtKze9AA) \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- ## **What's On? 👀** **Speaker:** James Bannan **Title:** Zero-Friction DevSecOps: Automated Code Signing Done Right **Abstract:** Software supply chain attacks aren’t hypothetical anymore; they’re depressingly regular headlines. Yet many teams still treat code signing as an afterthought: painful to set up, difficult to automate, and even harder to make developer-friendly. This session shows that it doesn’t have to be that way. In this deeply technical, demo-driven talk, we’ll walk through how to implement automated artifact code signing using SigStore and Smallstep PKI, integrated directly into GitHub Actions. You’ll see how to transform code signing from a security bottleneck into a frictionless part of your CI/CD pipeline; one that developers barely notice, but auditors and CISOs absolutely love. ## **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/5P1kfDSRtbtKze9AA](https://forms.gle/5P1kfDSRtbtKze9AA)

RSVP on our GDG community platform -> https://gdg.community.dev/events/details/google-gdg-melbourne-presents-gdg-melbourne-june26-meetup/ 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)Speakers and Talks: Talk 1: Olga Mirensky - Senior Staff Site Reliability Engineer @ Ping Identity **Olga and Her Agent Attended AI Engineer Conference. Lessons Learned** What happens when you let an experimental Stand-In Agent run loose against a live conference environment? To follow the fast-paced sessions of an AI Engineer conference, I built an agent while at the conference. The agent monitored talks and distilled what actually mattered to me - filtering for high-value signal and turning it into specs ready to implement or articles I should read. I started with a different platform, but pivoted to an ADK agent deployed to GCP Agent Platform. Identical system prompt, different platform architecture, different LLM - completely different outcomes. This talk is a transparent look at what happens when agentic experiments meet reality, including an architectural runaway bug that burned 1M tokens per minute. We look past the hype and focus on the real engineering rigour required to build purposeful agents, with four key takeaways: * The Purpose Filter: Why does your agent care about this specific talk? If it’s not highly unique, you’re just automating noise. * Architecture > Hype: The gap between what you expect and what actually happens at runtime and why. * The Personalised Flywheel: High-signal distillation requires deep context about you, your team, and where you are in your journey. * Clear Goal Setting: Moving from “autonomous” to “purposeful”. In the replay demo I’ll walk through my flywheel showing how the agent filtered the content in real-time, picked up on tech I am interested in, turned it into an implementable spec, and how AI tools can close the loop to further automate the entire implementation, testing, and release cycle. Talk 2: Sahil Bahadur Devkota - Full Stack Developer **Beyond LLMs: why RAG is equally important** In this talk, I'll break down how RAG works, why is it really important in real-world and it's popular architectural pattern. We'll look at the core components of a RAG pipeline, discuss it's implementation approach, and cover some of the key things to think about when building an AI applications with RAG. Whether you're working with AI or building application that need accurate responses, you'll leave with a practical understanding of when RAG make sense - and when it doesn't. Talk 3: Abhijeet Kumar \- AI & Automation \| Cloud enthusiast **Beyond RAG: Building an Agentic "Second Brain" with FastAPI, pgvector, and Gemini** Move beyond static note-taking apps. This talk explores Project NeuralFortress—a custom, Python-built knowledge management system designed to actively synthesize information. We’ll walk through evolving a basic RAG script into an agentic pipeline using FastAPI for routing, Neon PostgreSQL (pgvector) for vector storage, and Google Gemini for cognitive processing. In Development (Sneak Peek): A brief look at experimental features currently in testing to make the system fully autonomous: GraphRAG: Mapping multi-hop relationships beyond standard vector distance. MCP Integration: Native database queries directly from your code editor. Async Watchers: Autonomous background web scraping and data ingestion. 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 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-june26-meetup/.

Hello everyone! Join us for an Apache Kafka® meetup on **June 24th from 5:30pm**, hosted by Ippon in Melbourne! The address, agenda, and speaker information can be found below. See you there! **📍Venue**: Ippon Australia Collab Hub Level 8, 607 Bourke Street Melbourne VIC 3000 IMPORTANT: Please note that for security purposes, all attendees are required to sign in at the lobby to get into the building. \*\*\* 🗓 Agenda: * 5:30pm: Doors open * 5:30pm - 6:00pm: Pizza, Drinks, and Networking * 6:00pm - 6:45pm: Usman Khan, Technical Support Engineer, Confluent * 6:45pm - 7:30pm: Additional Q&A & Networking \*\*\* 💡 Speaker: Usman Khan, Technical Support Engineer, Confluent Talk: Kafka Connect On-Prem Troubleshooting Playbook Abstract: When a Kafka Connect sink stops writing, the failure can be hiding in one of several layers, Database, the connector config, the Connect worker, the schema, or the topic itself. In this session, Usman walks through a live Oracle JDBC Sink troubleshooting demo built on the kafka-docker-playground, showing a repeatable classify → fix → verify approach. We cover how to check connector and task state via the REST API and internal Kafka topics, navigate worker logs efficiently, use the Connect admin logging API for dynamic trace logging without restarts, Grafana metrics, manipulate sink offsets for replay. Bio: Usman Khan is a Technical Support Engineer on Confluent's Global Support team, based in Melbourne and covering the APAC region. He specialises in Kafka Connect, working daily with engineering teams to diagnose and resolve connector and framework issues across both on-premises deployments and Confluent Cloud. \*\*\* ***DISCLAIMER*** BY ATTENDING THIS EVENT IN PERSON, you acknowledge that risk includes possible exposure to and illness from infectious diseases including COVID-19, and accept responsibility for this, if it occurs. NOTE: We are unable to cater for any attendees under the age of 18. \*\*\* If you would like to speak or host our next event please let us know! community@[confluent.io](http://confluent.io/)

RSVP on our GDG community platform -> https://gdg.community.dev/events/details/google-gdg-melbourne-presents-gdg-melbourne-june26-meetup/ 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)Speakers and Talks: Talk 1: Olga Mirensky - Senior Staff Site Reliability Engineer @ Ping Identity Olga and Her Agent Attended AI Engineer Conference. Lessons Learned What happens when you let an experimental Stand-In Agent run loose against a live conference environment? To follow the fast-paced sessions of an AI Engineer conference, I built an agent while at the conference. The agent monitored talks and distilled what actually mattered to me - filtering for high-value signal and turning it into specs ready to implement or articles I should read. I started with a different platform, but pivoted to an ADK agent deployed to GCP Agent Platform. Identical system prompt, different platform architecture, different LLM - completely different outcomes. This talk is a transparent look at what happens when agentic experiments meet reality, including an architectural runaway bug that burned 1M tokens per minute. We look past the hype and focus on the real engineering rigour required to build purposeful agents, with four key takeaways: * The Purpose Filter: Why does your agent care about this specific talk? If it’s not highly unique, you’re just automating noise. * Architecture > Hype: The gap between what you expect and what actually happens at runtime and why. * The Personalised Flywheel: High-signal distillation requires deep context about you, your team, and where you are in your journey. * Clear Goal Setting: Moving from “autonomous” to “purposeful”. In the replay demo I’ll walk through my flywheel showing how the agent filtered the content in real-time, picked up on tech I am interested in, turned it into an implementable spec, and how AI tools can close the loop to further automate the entire implementation, testing, and release cycle. Talk 2: Sahil Bahadur Devkota - Full Stack Developer Beyond LLMs: why RAG is equally important In this talk, I'll break down how RAG works, why is it really important in real-world and it's popular architectural pattern. We'll look at the core components of a RAG pipeline, discuss it's implementation approach, and cover some of the key things to think about when building an AI applications with RAG. Whether you're working with AI or building application that need accurate responses, you'll leave with a practical understanding of when RAG make sense - and when it doesn't. Talk 3: Abhijeet Kumar - AI & Automation | Cloud enthusiast Beyond RAG: Building an Agentic "Second Brain" with FastAPI, pgvector, and Gemini Move beyond static note-taking apps. This talk explores Project NeuralFortress—a custom, Python-built knowledge management system designed to actively synthesize information. We’ll walk through evolving a basic RAG script into an agentic pipeline using FastAPI for routing, Neon PostgreSQL (pgvector) for vector storage, and Google Gemini for cognitive processing. In Development (Sneak Peek): A brief look at experimental features currently in testing to make the system fully autonomous: GraphRAG: Mapping multi-hop relationships beyond standard vector distance. MCP Integration: Native database queries directly from your code editor. Async Watchers: Autonomous background web scraping and data ingestion. 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 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-june26-meetup/.

🎉 **Melbourne AWS User Group – June Meetup** 🎉 📅 Wednesday, 24 June 📍 NAB Events Hub – 395 Bourke Street, Melbourne ⏰ Food at 6:00 pm, talks from 6:30 pm (with live stream) Join us for our June meetup, featuring two lightning talks and a full technical presentation covering community contribution, generative AI, and cloud-native security. This month also celebrates the AWS community speaking journey. Sanjana Kailash will deliver her first-ever public presentation, while Bharat Wadhwa returns to present after beginning his own public speaking journey at a Melbourne AWS User Group event. This month’s lineup features: • **Matthew Merriel** giving a behind-the-scenes look at how the Melbourne AWS User Group’s regular “What’s New in AWS” segment is prepared—and how other volunteers can get involved. • **Sanjana Kailash** making her first-ever public presentation, demonstrating an automated market-intelligence pipeline built with Amazon Bedrock, retrieval-augmented generation, and AWS-native services. • **Bharat Wadhwa** presenting a cloud-native approach to malware protection for Amazon S3 using Amazon GuardDuty Malware Protection. Bharat also gave his first public presentation at a Melbourne AWS User Group event, making this a great example of where taking that first step can lead. A huge thank you to our sponsors: 🥇 Mantel Group – Gold Sponsor, 🥈 Cevo – Silver Sponsor, 🏛 NAB – Venue Sponsor The event will also be live-streamed on YouTube: 👉 [https://melb.awsug.org.au/live](https://melb.awsug.org.au/live) *** 🗓️ **Agenda** 6:00 pm – Food & Socialising 6:30 pm – Introductions 6:40 pm – What’s New in AWS 6:55 pm – Preparing the “What’s New in AWS” Segment (Level 100); Speaker: Matthew Merriel 7:10 pm – RAG to Riches: AI-Powered Market Intelligence on Amazon Bedrock (Level 200); Speaker: Sanjana Kailash 7:25 pm – Intelligent Malware Protection Using AWS GuardDuty (Level 200); Speaker: Bharat Wadhwa 7:55 pm – Marketplace (Who’s Hiring) 8:00 pm – Networking + Close *** 🎤 **Talk Details** **Preparing the “What’s New in AWS” Segment** Speaker: Matthew Merriel Level: 100 Format: Lightning Talk “What’s New in AWS” is a regular part of Melbourne AWS User Group meetups—but how is the segment put together? Matthew will provide a behind-the-scenes look at the process used to find, shortlist, and prepare recent AWS announcements for presentation at the meetup. This session is designed to help volunteers understand what is involved and make it easier for more community members to take on the segment at future events. No previous speaking experience is required. *** **RAG to Riches: AI-Powered Market Intelligence on Amazon Bedrock** Speaker: Sanjana Kailash Level: 200 Format: Lightning Talk What if a strategy team never had to manually scan more than 50 data sources again? In this lightning talk, Sanjana will walk through how she built a fully automated AI-powered market-intelligence pipeline using Amazon Bedrock, retrieval-augmented generation, and AWS-native services. The solution transforms more than five hours of Monday-morning manual research into a polished briefing delivered directly to inboxes—with no manual effort required. This will also be Sanjana’s first public presentation, and we’re excited to welcome another new speaker to the Melbourne AWS community. *** **Intelligent Malware Protection Using AWS GuardDuty** Speaker: Bharat Wadhwa Level: 200 Format: Full Presentation This presentation showcases a cloud-native malware-protection solution for Amazon S3 using Amazon GuardDuty Malware Protection. The solution replaces legacy antivirus approaches with intelligent, event-driven malware detection and automated security workflows. Bharat will explore how this approach can improve scalability, operational efficiency, and security visibility across AWS environments. Bharat also began his public speaking journey at a Melbourne AWS User Group event and now returns with a full technical presentation. *** 🙌 Could This Be the Start of Your Speaking Journey? This month, Sanjana will take the stage for her first-ever public presentation. Bharat also began his speaking journey at a Melbourne AWS User Group meetup and is now returning with a full technical session. Every experienced speaker started with a first talk. Whether you have an idea for a full presentation, a lightning talk, or would like to help prepare and present the “What’s New in AWS” segment, the organisers are happy to help you take that first step. Speak to us at the meetup or submit an idea through our website: 👉 [https://melb.awsug.org.au/speak/](https://melb.awsug.org.au/speak/)

Since 2019 Amir and David have been catching up for what they term 'shit sandwiches', exchanging professional and personal trials and successes, sharing sympathy and occasional advice. Should I leave my job; how do I handle a difficult report; how do I get buy in; and do you know a good osteo you could recommend, my back is killing me. They’ve have turned our catch up sessions into a live, high stakes gameshow for the product community's amusement. They will be borrowing from the 'who wants to be a millionaire format' and we will share stories that will hopefully inspire people to step up and lead (when required) in this messy and uncertain world we find ourselves in. Get ready to have some fun and hopefully learn a thing or two. Our Speakers: Amir Ansari: With over 25 years’ of experience in the field of design and design leadership, Amir has worked across the private and public sectors, in-house and agency, managing design practitioners and leaders to build long-lasting and impactful products and services. Amir is passionate about democratising the craft of design and sharing my learnings - doing it with a smile and a hug. David Bacon: After graduating from Monash with a Bachelor of Science, David worked as a penguin keeper in England which somehow lead to a career spanning marketing, behaviour change, innovation and human-centred design. David has experience delivering digital products and services in financial services, healthcare, retail, government. He has the goal of weaving humanity into technology. He still dreams about penguins.

**AI-Assisted Vulnerability Research: Building a Binary Audit Agent - kdz** Vulnerability research on closed-source binaries is slow, specialist work. It means pulling an executable into a disassembler, recovering its structure by hand, tracing attacker-controlled data flows, and proving that suspicious code fragments are reachable and exploitable. What if an AI agent could help drive that entire pipeline? This talk walks through my attempt to design such an agent using a custom Claude Code plugin (very much a work in progress and a learning opportunity for me). The agent orchestrates a workflow that follows a target end to end: QA'ing the decompilation, sweeping for dangerous code, reasoning over the code to build a whole-binary flow map that traces attacker-controlled input through to dangerous operations, and then attempting to craft and verify a payload that actually triggers the bug. **Location** Room 080.02.002 at RMIT (Building 80) - 445 Swanston St, Melbourne **Discord** [Discord Invite](https://discord.gg/2qcaxce8Mw) [Discord Event Info](https://discord.com/events/1347056412529791047/1477841544907325591)

It's Jugger time! Get on down to Hawthorn for fun, sun, exercise, and silly shenanigans! * ✅ Free to attend * ⚔️ Jugger Equipment is supplied * 🍜 Post-training social lunch - all welcome * ➡️ [Find us on Discord](https://discord.gg/WHnMyk56Cu) Jugger is an exciting, mixed-gender soft combat sport. Two teams use a selection of padded foam spars to tag opponents as they aim to put the jugg (the game ball) into their opponent's goal. **Watch Jugger being played in [this excellent short demo video](https://vimeo.com/28592980).** Jugger Melbourne training sessions include both full games of jugger, as well as a variety of training drills designed to promote **teamwork, communication, exercise, health and fitness, and teach core game skills.** After training we head across to Glenferrie Rd for lunch and socializing, which you are welcome (and encouraged!) to join. **‍🏃‍♀️‍➡️ New Player Info / Who Can Join** New players are always welcome! Our experienced coaches will teach you basics to get you and and swinging in no time Jugger is easy to pickup the basics while deep to master. We have a minimum age policy of 16 years (please note, anyone under 18 must be accompanied by a guardian), but other than that we welcome anyone of all fitness levels. Jugger is a great way to keep active, and a fun way to meet new people in a friendly and inclusive community! **👟 How to Join a Session and What to Bring** Joining is simple - just show up! RSVPing on Meetup or Discord is a big help as it helps us plan around expected numbers. You are also welcome to bring along any interested friends and family. **⚔️ Jugger equipment is supplied.** We have a collection of gear to loan out to new players. Bring a water bottle (there is a tap nearby), sunscreen, and wear comfortable clothes and shoes for running around in - and that you don't mind getting a bit dirty! Recommend but not required items include: sunglasses, football boots, kneepads, and gloves if you have them. You don't need any of these to get started, but you may find you want them if you become a regular. **✅ Are there any costs are involved?** Our training sessions are **free to attend** as often as you like, we are essentially just a group of friends that meet for training and socializing on the weekend. The Australian Jugger League has a voluntary annual membership that helps to support the sport (including maintaining equipment and paying for Meetup), and we encourage people to join once they become a regular attendee or begin attending tournaments. However there's no obligation so spend any money when you're first trying it out or just attending casually. **➡️ External Links** We organise our regular players through our Discord group and their attendance is not often represented in the Meetup attendance numbers (we use Meetup to reach out to new people). Events are also (though less regularly) posted to Facebook, while event photos and videos are shared on our Instagram. * [Join our Discord](https://discord.gg/WHnMyk56Cu) * [Jugger Melbourne on Facebook](https://www.facebook.com/groups/JuggerMelbourne) * [Follow us on Instagram](https://www.instagram.com/jugger_melbourne/) * [Australian Jugger League website](https://www.jugger.au/) \*\* See you on Sunday \*\*

**Welcome to Incubator Melbourne!** Curious about how board games are made? This is our regular event to test prototype games. Newcomers are very welcome and no experience is needed. You don’t need to bring a game to join and play. ***Please RSVP here and cancel if you cannot attend.*** *Total attendance is higher than the Meetup RSVP list, and we typically have a good-sized group on the day.* 🗺️ **HOW TO FIND US** The Lion Hotel is on level 3 of Melbourne Central. We’ll be down the back at Jac’s Bar. Look for our tables and grab a seat. 👀 **WHAT TO EXPECT** • Bring a game to test, or just join in others’ games • Two sessions: short games first, longer games after lunch • Quick intros, setup, lunch break, then afternoon games ⏰ **TIMES** • 11:00–11:30am: Intros and setup • 11:30–1:00pm: Short games • 1:00–1:30pm: Lunch • 1:30–4:00pm: Longer games

**Register now to attend! =>** [https://konfhub.com/ksug-au-2026-06-29](https://konfhub.com/ksug-au-2026-06-29) **<=** **Latest promotions** discovered by our community! * **50%** OFF **[Kubernetes](https://lf.ksug.ai/)** Bundles - Code: **JPRIME26BAI** * **20%** OFF **[FinOps](https://ksug.ai/finops/?ref=meetup)** Certs Code: **KSAI_20** * Missed **65%** off [LF / CNCF](https://lf.ksug.ai/)? [Get Notified](https://ksug.ai/?notify&ref=meetup) for next BIG drop! We're excited to welcome you to the upcoming **KSUG.AI Australia Meetup** — happening in-person at at AWS Melbourne office! 🎉 We're actively seeking more awesome K8s and AI topic speakers! 👉 [https://sessionize.com/ksug-au](https://sessionize.com/ksug-au) **Workshop Overview [Hands-on Workshop]** Join us for the Agentic Platform Engineering Experience (APEX) — an adaptive, instructor-led, choose-your-own-adventure workshop where you and an AI tutor explore Amazon EKS through the lens of agentic platform engineering. Using Claude Code and AWS DevOps Agent as a co-pilot alongside purpose-built APEX Skills, you will design, build, and operate Amazon EKS clusters with AI-guided assistance that adapts to your experience level and goals. **Who Should Attend** This workshop is designed for platform engineers, DevOps engineers, solutions architects, and developers who want practical, hands-on experience combining AI agents with Kubernetes platform engineering. **What Matters to You** * **Immediate Applicability:** Deploy and operate EKS clusters using the same patterns and tools you will use in production — no toy examples. * **Reduced Operational Risk:** Understand and enforce critical safety rules that prevent NodeCreationFailure and pod creation blocks. * **Faster Time-to-Value:** Use AI-assisted infrastructure generation to scaffold complete, production-ready Terraform projects in minutes, not days. * **Security & Compliance:** Harden cluster security posture with guided remediation and constraint patches for air-gapped, proxy, and compliance environments. * **Cost Optimization:** Identify and implement compute cost savings through AI-driven operational reviews — applied to your real cluster. * **Career Growth:** Gain hands-on experience combining AI agents with Kubernetes — a rapidly growing skill set for modern platform engineers. **Environment prepared for you by AWS** * AWS account pre-configured at no cost * EKS cluster already deployed & ready * Claude Code workspace provisioned * APEX Skills included — no local setup required **Pre-requisites:** Foundation knowledge about Kubernetes. Attend this self-paced digital course if you are not familiar with Kubernetes Home - [AWS Skill Builder](https://skillbuilder.aws/learn/X5RBBUKERD/the-amazon-eks-cluster/FJVEUUZGEK?parentId=393YRXJZWC) **IMPORTANT: Please bring your own laptop and government ID.** **[Register Now](https://konfhub.com/ksug-au-2026-06-29)** Seats are limited. Register now to secure your spot and accelerate your kubernetes platform engineering with AI. **Speakers** **Frank Fan** Principal Solution Architect, Containers, AWS **Nirmal Rajan** Senior Technical Account Manager, AWS **Don George** Senior Technical Account Manager, AWS **Location:** Amazon MEL12, Level 13.304 [555 Collins St, Melbourne VIC 3000](https://maps.app.goo.gl/Kbi13GZqj2zDqDz2A) 👉 Join our [Discord](https://discord.com/invite/Rp9WzYyKua) and [WhatsApp](https://chat.whatsapp.com/D9a9IDiCS7U4cqQ0Sh60cz?mode=gi_t) for latest update! 🔖 𝐎𝐧𝐠𝐨𝐢𝐧𝐠 𝐃𝐢𝐬𝐜𝐨𝐮𝐧𝐭𝐬: ☸ 30% OFF **[Kubernetes](https://lf.ksug.ai/)** Certs - Code: **30K8SUG** ☸ 20% OFF **[FinOps](https://ksug.ai/finops)** Certs - Code: **KSAI_20** 𝐖𝐡𝐲 𝐖𝐞 𝐃𝐨 𝐓𝐡𝐢𝐬: ✅ Learn 𝐅𝐀𝐒𝐓𝐄𝐑 ⚡ ✅ Certify 𝐒𝐌𝐀𝐑𝐓𝐄𝐑 💰 ✅ Grow 𝐒𝐓𝐑𝐎𝐍𝐆𝐄𝐑 💪 𝟐𝟎𝟎,𝟎𝟎𝟎+ follow **[KSUG.AI](https://ksug.ai/?ref=meet)** 🔥 [github.com/ksug-ai](https://github.com/ksug-ai) *By registering, you consent to the management of your personal information in accordance with KSUG.AI Meetup's [Privacy Policy](https://k8sug.ai/privacy). Additionally, you agree that our sponsors may contact you.* **[KSUG.AI](https://ksug.ai/?ref=meet)** is an independent community and not affiliated with or endorsed by CNCF. Kubernetes, K8s, Kubestronaut are registered trademarks of The Linux Foundation.

## 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 😄

**Generative AI for Developers Meetup 2026** ***Building AI Applications with Agentic AI, GenAI Workflows & Multi-Agent Systems*** We’re gearing up for another massive night on **Thursday, 25th June**. We’ve got an incredible line-up of speakers, a hands-on agenda, and our wonderful MC, **Annemarie Boicovitis**, to guide us through the evening. 📅 **Agenda** **1️⃣ What’s Making News** Featuring event host **Dr George Vossos** from **Evoke AI**, this segment will provide a round-up of the latest AI-related news and developments. **2️⃣ Introducing the Sovereign Foundry AI Platform** **Andy Lamrock** and **Hamish Toll** from **Circle T and The Foundry** will lift the hood on Australia’s only fully sovereign AI ecosystem and explore why prompts were just the beginning. **3️⃣ Roundtable Discussion: Is Software Engineering Dead?** A community-wide debate on the existential questions facing developers today. Event host **Dr George Vossos** will join the panel to discuss how AI augmentation is reshaping the role of the software engineer. **4️⃣ aifor.au: Developing in the Age of New Token Pricing.** Event co-host **Samuel Klett Navarro** will showcase how coding personalised apps is changing with the end of VC-pricing and some techniques that might help you get them to deployment, without a premium frontier lab account. **5️⃣ Sovereign Foundry AI Platform Project Showcase** **Andy Lamrock** and **Hamish Toll** will showcase a range of AI projects currently being built and deployed on the Sovereign Foundry AI Platform. Whether you’re a seasoned developer or simply curious about the agentic future, join us for technical insights, practical demonstrations, and networking with Melbourne’s AI community. *** 🌍 YouTube clips shared post event. **Why attend?** If you’re building (or about to build) agentic AI systems, this is the room where you’ll pick up reusable patterns, avoid common traps, and meet others shipping in the same space - developers, data folks, founders, and technical leaders. RSVP here: https://www.meetup.com/genai-for-developers/

Welcome to Respawn’s Gamers Citadel! 🛡️ Come hang out, meet fellow gamers, and enjoy a chill vibe with great food and drinks. 🥤 Entry is $3.5 or buy yourself a drink or food. 🍲 At the “Gamers Citadel”, we provide the consoles for you and have two multiplayer (2-4 player) game stations (A, B, C and D). For our board games area you are allowed to BYO! 😯 ♟️ Currently available are: Switch, PS1, PS2, SNES, N64, Cardfight!! Vanguard, Yu-Gi-Oh! and more! If you’re bringing anything, please DM us so we can accommodate. ❤️ Conditions of entry are to either purchase any food or drink of your choice and we will provide you a reusable badge to show that you’re one of us! ✌️ Whether you’re a casual player or a hardcore fan, this is the place to be. Don’t miss out on the fun! 🤩 Our games list is below! 👇 Game Station A - ??? - Taran: 1st Game: ??? 2nd Game: ??? Game Station B - ??? - Dean: 1st Game: ??? 2nd Game: ??? Game Station C - ??? - Michael 1st Game: ??? 2nd Game: ??? Game Station D - TCG + Board Games: Pokémon TCG YU-Gi-OH! TCG UNO JENGA BYO available! You can bring your own board games, controllers, equipment etc. 👍 Follow us on Instagram: @respawn.social 📱 Join us on Discord: https://discord.gg/phscMtBqpW 🎧 Find Respawn on Facebook: https://facebook.com/events/s/respawn-gaming-social-club-lau/940165205164472/ 🔗 Visit our website for all info: https://intermingle.au/respawn/ 👩‍💻

**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** *Customize the IDE: Building Extensions for Visual Studio Code* Visual Studio Code is one of the most widely used development environments today, and much of its flexibility comes from its extension ecosystem. Extensions allow developers to customize the editor with new features, integrations, and workflow improvements tailored to their needs. In this session, we’ll cover what extensions are and the different types available, including full extensions written in TypeScript or JavaScript, along with lighter-weight extensions such as color themes, language packs, language support, code snippets, and keymaps. We’ll also look at practical reasons a developer might create an extension, from automating repetitive tasks to adding custom tooling. The session includes a hands-on walkthrough of creating a new extension, testing it locally, and understanding the basic project structure. We’ll close with a brief overview of how extensions are packaged and published to the Visual Studio Marketplace and other distribution options. **YouTube Link** TBD

**Hello Columbus!** **The community is buzzing and growing well. We are thrilled to bring our fourth BrowserStack QA Meetup on Thursday, July 9th!** We are creating a space for deeper insights, meaningful connections, and a vibe you won't want to miss. **What to expect:** * **Connect:** Network with Columbus' top engineering and QA minds. * **Learn:** Real-world tactics and trends you can use immediately. * **Enjoy:** Food, drinks, and great community spirit. **Agenda** * **Two Roads Diverged in a Wood: Docker Compose vs. Kubernetes** by **[Doug Reeder](https://www.linkedin.com/in/pdouglasreeder/)** **RSVP Essential:** Space is limited, and we want to ensure a great experience for everyone. **RSVP now to secure your spot!** 📍 **Venue:** Leading EDJE, 6515 Longshore Loop, Suite 300, Dublin, OH 43017 📍 **Free Parking:** 6725 Longshore Street, Dublin, OH 43017 📅 **Date & Time:** July 9, 6:00 PM **Stay Connected!** Want to continue the conversation beyond the meetup? Join our **BrowserStack Discord Server** to get updates, connect with fellow QA professionals, and be part of an ongoing discussion. **Don’t miss out—click below to join!** 🔗 [\[](https://discord.gg/6SdCyWTNyW)**[Join the BrowserStack Discord Server](https://discord.gg/6SdCyWTNyW)**[\]](https://discord.gg/6SdCyWTNyW) **A Few Notes:** ✅ This is an **in-person event** ✅ **RSVP does not guarantee a seat** – A confirmation email will be sent one day before the event. **TALK ABSTRACT:** Docker Compose and Kubernetes are two of the most popular tools for running containerized applications. Their feature lists are similar. Architects and senior developers need to know how their different paradigms lead to unexpectedly different experiences in production.

**Improving Office in Franklinton** Physical location: Improving Office 330 Rush Alley Suite #150 Columbus, OH 43215 Schedule: 6:00 p.m.: Socialize, eat, and drink. Improving will be providing pizza and beverages. 6:30 to 8:00 pm. Main meeting and presentation(s). Topic: This month Chris Pazsint will be talking about Agentic Coding. How does one use CLI Based Agents, and Agentic IDEs such as Cursor, Kiro, Antigravity? How to include agentic coding plugins for IDEs you already love such as Visual Studio Code. We meet on the last Monday of each Month. Presentations are given by members and friends of this group. If you would like to do a presentation (small or large) on a python topic, please contact Central OH Python at centralohpython@gmail.com

Most people still use AI like a search box: type one question, get one answer, repeat. But the next step is AI agents: systems that can take a goal, break it into steps, use tools, remember context, and produce useful work for a human to review. In this beginner-friendly session, we’ll demystify what AI agents actually are — without hype or jargon. We’ll walk through practical examples of how agents can help with research, planning, writing, coding, operations, and personal productivity. We’ll cover: * What makes an AI “agent” instead of just a chatbot * How agents break tasks into steps * Where agents are genuinely useful today * Where they fail, hallucinate, or need human review * How to design simple AI workflows for your own work * A live demo of an AI agent-style workflow from start to finish No coding experience required. This is for anyone who wants to understand where AI tools are going and how to use them more effectively right now. LOGISTICS AND PARKING: The talk starts at 7:00 PM. The first half hour is reserved for everyone to get set up and mingle. Free pizza and drinks! The cheapest parking option is to find street parking, which will only cost you a few bucks. Otherwise, park in the nearby veteran's museum lot for $8. It's highly recommended you avoid the nearby $15 garage parking.

**Latest Dojo Location!** **Knotty Pine Brewing** 1765 W 3rd Ave, Columbus, OH 43212 We're going to try a new dojo location for a few weeks and see how it works Dojos are informal Python group study sessions where everyone interested in Python gathers to learn about Python, help others with Python, or just hang out. Everyone is welcome from Python beginners to experts. Bringing a laptop is encouraged (we'll have extension cords and power strips). If there's something you want to learn leave a comment on this invite so we can plan ahead. We're looking for speakers for our Monthly Meetups! Fill out the form if you are interested in presenting to the Python Community. https://forms.gle/ehSfUAC2WgR34Crq9

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)