Software Security

**Register now to attend! =>** [https://konfhub.com/ksug-au-2026-07-01](https://konfhub.com/ksug-au-2026-07-01) **<=** **Latest promotions** discovered by our community! * **30%** OFF **[Kubernetes](https://lf.ksug.ai/)** Exams - Code: **30K8SUG** * **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 both in-person at at Amazon and online via [Zoom](https://linktr.ee/ksug.ai)! 🎉 We're actively seeking more awesome K8s and AI topic speakers! 👉 [https://sessionize.com/ksug-au](https://sessionize.com/ksug-au) **Agenda and topics preview:** * Food, drinks and Socializing * Welcome / Introductions by the Organizers @**[KSUG.AI](https://ksug.ai/?ref=meet)** * **Topic 1:** Agents onboarded Internal Develop Platform (OpenChoreo) by [Kanchana Wickremasinghe](linkedin.com/in/kanchanaw/), VP & Field CTO for WSO2 * **Topic 2:** What is Podplane.dev by [Ryan Djurovich](linkedin.com/in/ryandjurovich/), Founder & Engineer @ Nadrama.com * **Quiz time:** nice swags giveaways Food and drinks will be provided between **5.30 and 6 pm** on a first-come, first-served basis. This is a great opportunity to learn and network with our peers. Thanks to our sponsors **[Amazon](https://aws.com/)** and **[Harness](https://www.harness.io/)**! **[Register here](https://konfhub.com/ksug-au-2026-06-03) to secure your spot!** See you all there! **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.

**What Breaks When AI Picks Up:** **Lessons from Voice AI in Australian Healthcare** 181 commits. 10 weeks. 28% were fixes. In this session, Dr Kevin Ong, Co-Founder, CEO and CTO of Voral.ai, and Principal AI Consultant at Equal Experts Australia, shares what really broke when AI was deployed on a live phone line handling patient calls in Australian healthcare practices. From phantom bookings and four-second silent gaps that no unit test could catch, to race conditions where callers were simultaneously handled by multiple AI agents - this wasn’t theory, it was production reality. No polished architecture diagrams. Just hard won lessons from the fixes that followed. **Agenda** 5 30 PM - Gates open (Networking drinks & food) 6 15 PM - G-EE-K Talk 7 PM - Q&A 7 15 PM - Networking drinks (and more food) 8 30 PM - Wrap up

**Bitcoin Basics -** Altcoins & Tax This is a Melbourne based, live event. Limited seating, booking required. Hosted by Craig A Guest Speaker: Sam Accetta from Haines Muir Hill, Member of the Institute, Chartered Accountants of Australia and New Zealand **What You’ll Learn:** * The Bitcoin Basics related to; * What is Bitcoin * Bitcoin comparison to Altcoins. * Bitcoin and Altcoin historical performance. * What makes Bitcoin special? * Basis of Taxation * Ordinary Income * Capital Gains * Capital Gains Tax Example * Personal Use Assets * Stablecoins * Leaving Australia - Tax Xonsequences AML/CTF Rules. * Questions and answers. At the upcoming live Bitcoin event, attendees will gain an understanding of the fundamentals of Bitcoin, with a focus on how it compares to altcoins and the key taxation considerations involved. The session will explore the historical performance of Bitcoin and altcoins, as well as the unique characteristics that set Bitcoin apart. It will also provide an overview of how Bitcoin is taxed, including ordinary income and capital gains, supported by practical capital gains tax examples. In addition, attendees will learn about special considerations such as personal use assets, stablecoins, the potential tax consequences of leaving Australia, and important AML/CTF rules. A dedicated Q&A segment will allow participants to ask questions and engage directly with knowledgeable speakers. This is a free community event designed to promote education around Bitcoin and support the growth of the local Bitcoin community. With limited seats available, early booking is highly recommended to secure your spot. Don’t miss this opportunity to deepen your understanding of Bitcoin in a practical, hands-on setting. Please send us a message if there is someting in particular you would like to hear about and we will aim to include it within the presentation on the night. **IMPORTANT** please arrive by 5:45pm to ensure we can let you in at ground level and to access the lifts. Thereafter, we may not have someone available to let you in the building. **Location: Melbourne Connect - Level 7 Manhari Room 7212.** **Address: 700 Swanston St, Carlton VIC 3053** How to get there? Take the tram from Melbourne Central Station, there are multiple bus options or paid parking is available at Ace Parking, Cardigan House. Detailed Directions: [Directions Link](https://drive.google.com/file/d/1-KL-V_FoEyLkfWzGtFXMNOzSfTI_8K6e/view?usp=sharing) The event will be catered. There'll be some finger food/snacks and drinks available. Please register early so we can allow for everyone. If there is something in particular you would like to learn about, send us a message and we will do our best to include it in the presentation. *\*Final details are subject to change.*

We are stoked to announce our next **Melbourne MLOps Community Meetup** of the year! We are bringing you an absolute powerhouse lineup featuring two industry heavyweights. We will dive deep into tracking ML/DS performance using high-impact business metrics over raw statistical metrics. We will also tackle the AI coding productivity paradox and the high-stakes build-vs-buy SaaS dilemma. **🎤 Speakers** We’re thrilled to introduce: **\- Nathanael Lampe**, Machine Learning Manager *at* Bunnings Warehouse. Nat is widely recognised as one of the most brilliant, deeply technical data science leaders. He brings an elite background in advanced data science, now driving the core Data Science team at Bunnings. In his talk, *Data & Decisions,* Nat will explain how in ML, we often focus on model accuracy but it’s a lot harder to measure the decisions a model supports. When we can anchor our ML practice in true business metrics, we are better equipped to ensure analytics projects succeed. **\- Javier Candeira**, Fractional CTO *at* Infoplumbing. Javier is a distinguished veteran of the data, software, and tech consultancy scenes. He brings many years of battle-tested technical and business experience to guiding teams through today's volatile AI landscape. His talk titled: *The Buy/Build Dilemma and the Agentic Productivity Paradox* addresses three red-hot issues in the MLOps community: 1\. Local LLM inference and tooling for small scale teams\. What is too much local MLOps for a 1\-5 person shop? Is local inference only a cost saver\, or are there also capabilies unlocked by the finer\-grained control afforded by operating one’s own models? 2\. The Buy/Build dilemma\. This is a question for every company\, from small SaaS to big corporate\. The abundance of LLM coding tools shifts the balance\. How? 3\. The Productivity Paradox: If Agentic Coding and LLM autocomplete are so great\, where are the great new products? Where’s the programmer productivity going? Javier will showcase some of his NixOS-based MLOps-for-one tools, and will attempt to progress the conversation on these three questions with his own reflections based on personal experience. **Networking** The Melbourne MLOps Community is committed to fostering a space where AI/ML engineers and practitioners can connect, exchange ideas, and build meaningful relationships. Come ready to discuss: * The tools you’re experimenting with * Trends you’re seeing in ML and MLOps * Challenges you’re tackling * Ways to find peer support We’ll have food, drinks, and the perfect space for great conversations — so feel free to bring along anyone interested in ML, MLOps, or AI more broadly. **Agenda** 🍕 **5:30pm** – Networking, drinks & food 🙋 **6:00pm** – Welcome 🎤 **6:10pm** – Presentation by Nathanael ❓ **6:30pm** – Questions for Nathanael 🎤 **6:40pm** – Presentation by Javier ❓ **7:00pm** – Questions for Javier 🍻 **7:10pm onwards** – Networking, drinks & food We’re looking forward to seeing you there! **P.S.** If you can’t make it in person, we’ll be streaming the event via Google Meet. Google Meet link: [https://meet.google.com/fxh-hpsg-ryt](https://meet.google.com/fxh-hpsg-ryt)

Applied Scholastics Study Technology is able to improve anyone's ability to study. Millions of people are already using this technology and whole countries are now adopting it. - You can learn Faster with less stress - You don't forget the information - You stay interested in the subject - Your marks increase English literacy rates routinely improve by 25 to 35 percent. Likewise, student test scores improve dramatically with students routinely meeting or exceeding grade level expectations in EVERY ACADEMIC SUBJECT. Our workshop will be focusing on how students learn. Study Technology can easily be incorporated into any educational activity—from classroom instruction and curriculum design to employee training or homeschooling. It provides a stable foundation enhancing all educational efforts. Study Technology is what teachers, tutors, trainers, parents and students can use to improve the quality of teaching and learning. No matter the curriculum in your current academic setting, Study Technology offers proven teaching strategies and resources that can help resolve classroom issues and improve student achievement. No matter if you are a teacher yourself or a good students or bad student we can all do better at study once we have this technology under our belt. Teachers who use this technology report amazing turn around with once troubled students. The application of Study Technology has quite literally changed millions of lives. You are most welcome to bring along a friend or those that struggle with study. (any topic) If you are unable to attend this meetup then let me know, We can arrange for you to meetup at a different time and date. Light refreshments will be provided.

Have you ever experienced a relationship that soured into bitter or unresolved conflict? Have you ever attempted to connect with someone and seen your efforts come to nothing? WHAT IF you could resolve any upset and restore harmony? WHAT IF you could build positive relationships that last? NOW YOU CAN! The secret to successful relationships depends upon knowing what underlies all human relations, and nothing teaches you that basic foundation better than the how to improve relationships with others course. Today talk will go for roughly one hour, including the answering of all your questions. You also have the option to do a free personality test which takes about 20 minutes to fill out and another 30 min to go over the results with you. This free meetup talk is open to all people of goodwill. If the time and date does not suit you then contact the Event Organizer via meetup and rearrange it.

Join us for an evening of learning, networking, and knowledge sharing as we explore how organisations create secure, well-governed cloud environments. Our speakers will discuss practical approaches to identity governance, cloud security, and business-driven decision making, sharing real-world experiences and lessons learned along the way. Whether you're working in cloud, security, business analysis, or just keen to expand your knowledge, we'd love to see you there! **Topics:** **1\. Multi\-Cloud Identity Governance: Reducing Risk Through Ownership\, Lifecycle\, and Assurance** In this session, we will be exploring how managing identity and access becomes more complex in multi-cloud environments due to the rapid growth of identities, systems, and permission models, and how identity governance brings structure, visibility, and control through three key principles - ownership (clear accountability for identities and access), lifecycle (managing access from creation to timely removal), and assurance (continuously validating that access remains appropriate and secure) to help reduce risk, improve control, and enable secure, scalable operations across modern distributed environments. **About the speaker** [Amitha Shree](https://www.linkedin.com/in/amithashree/) is an Identity Governance Manager at nbn® Australia. **2\. Business Analysis with AWS Security Services: GuardDuty\, Security Hub and IAM Access Analyzer** Business analysis enables change within an organisation by defining needs and recommending solutions that deliver value to stakeholders. When applied to AWS security, it ensures services are purposefully aligned to the organisation's risk appetite, strategic goals, and compliance obligations. It transforms Amazon GuardDuty from a threat detection tool into a quantifiable risk reduction investment, elevates AWS Security Hub from a technical dashboard into an executive-facing compliance reporting engine, and repositions IAM Access Analyzer from a policy scanner into a governance framework that protects against the most common causes of cloud breaches. Together, business analysis connects all three services into a coherent, measurable, and business-driven security strategy that enables organisations to make smarter, faster, and more confident decisions. **About the speaker** [Hazra Ali](https://www.linkedin.com/in/hazra-ali-a3777297/), a Business Analyst at WorkSafe Victoria, has more than 12 years of experience in Information Technology specialising in banking and finance sector in business analysis, software development, incident management and customer service. **Agenda:** **5:30pm** – Food and networking **6:00pm** – Presentation 1. Multi-Cloud Identity Governance: Reducing Risk Through Ownership, Lifecycle, and Assurance **6:40pm** – Presentation 2. Business Analysis with AWS Security Services: GuardDuty, Security Hub and IAM Access Analyzer **7:20pm** – Networking We’re incredibly grateful to our sponsors [Confluent](https://www.confluent.io/), [Mantel](https://mantelgroup.com.au/) and [REA group](https://www.rea-group.com/) — for supporting our community and making this event possible. Join us for an evening of learning, meaningful conversations, and great company, we can’t wait to see you there!

Welcome to Elixir Melbourne's monthly meetup. Where we go over Elixir ecosystem news, listen to great talks, and socialise with other Elixir developers of all levels. We’re rebooting the meetup after a hiatus with new (and old) organisers, a new venue and emphasis on more time to socialise. There are still speaking spots open. If you want to talk about anything Elixir related, get in touch. **Agenda** * 6:00pm - Arrive, socialise * 6:30pm - Welcome; introduction; “who’s hiring” pitches. * 6:45pm - Talk 1 (speaking spot open!) * 7:15pm - Food, socialise * 7:45pm - Maybe another talk (speaking spot open!) * 8:15pm - Finish up and head to Saving Grace downstairs (32 Church Ln, Melbourne, VIC 3000) **Sponsor** Huge thanks to [SuperAPI](https://superapi.com.au/) for catering and venue.

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 \*\*

Ease into your Sunday with a calm walk, meaningful conversation, and brunch with new people. This event is all about slowing down, getting out of the house, and connecting with others in a relaxed setting. We’ll start with a casual walk at the Fitzroy Markets so conversations can happen naturally, then continue the morning over brunch. It’s perfect if you want to meet new friends without the pressure of a big social event. You can come by yourself, bring an open mind, and let the conversation unfold. We’ll include a few simple BeSocial prompts to help break the ice and make it easier to get to know each other. Whether you’ve had a busy week, recently moved, or just want to build more real-life connection, this is a gentle way to reset and start the week feeling more connected. **Perfect for:** brunch lovers, Sunday walkers, people who prefer small groups, and anyone looking for genuine conversation. To help you get the most out of the event, we ask that you download our app before you arrive (or upon arrival). The app will be used throughout the event for prompts, activities, and other interactive content so having it ready will ensure you can fully participate. https://apps.apple.com/au/app/besocial/id6759604739 https://play.google.com/store/apps/details?id=com.appetiser.besocial&hl=en **Event photography and videography may take place at this event. Images and footage captured may be used in future BeSocial promotional materials.** **If you do not wish to appear in promotional materials, please notify Nexaro Group Pty Ltd before the event by emailing support@besocialapp.co, or let the event hosts know on the day.**

Join us for “Real Talk Night” a deeper, more meaningful kind of meetup built around prompt-based conversations. Each session features thoughtful questions designed to spark honest discussions, fresh perspectives, and genuine connection. This is a space to go beyond small talk, share experiences, and be heard in a supportive, respectful environment. You can participate as much or as little as you like — whether you’re opening up or simply listening, you’re welcome here. To help you get the most out of the event, we ask that you download our app before you arrive (or upon arrival). The app will be used throughout the event for prompts, activities, and other interactive content so having it ready will ensure you can fully participate. https://apps.apple.com/au/app/besocial/id6759604739 https://play.google.com/store/apps/details?id=com.appetiser.besocial&hl=en **Event photography and videography may take place at this event. Images and footage captured may be used in future BeSocial promotional materials.** **If you do not wish to appear in promotional materials, please notify Nexaro Group Pty Ltd before the event by emailing support@besocialapp.co or let the event hosts know on the day.**

Most people use LLMs by feel: ask a question, read the answer, decide whether it “seems good,” and move on. That works for casual use. It does not work when you are building software, automating workflows, writing important documents, or relying on AI for anything that needs to be repeatable. In this talk, we’ll look at how to improve and evaluate the inputs and outputs of LLMs using practical measurement techniques. We’ll cover how prompt changes affect results, how to compare outputs, how to build simple evaluation sets, and how math-based methods like similarity scoring can help you move beyond guesswork. This will be beginner-friendly, so even if you don't know anything about AI, you should get something out of it. However, this will be a little more technical than our intro talks. You do not need to be an AI researcher, but programmers and technically curious attendees will get a lot out of it. We’ll cover: * Why “it looks good” is not enough * How to improve prompts by changing the input, context, and constraints * How to compare LLM outputs more systematically * Basic evaluation techniques for accuracy, consistency, and usefulness * How embeddings, cosine similarity, and scoring can help evaluate results * Where automated evaluation works — and where humans still need to stay in the loop By the end, you’ll have a practical mental model for treating LLMs less like magic and more like systems you can test, measure, and improve. 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.

We have moved to guild.host. Look us up there. https://guild.host/events/buckeye-cocoaheads-rcavwd

**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

Where innovation meets practicality. Join us in **Columbus, OH** for our **immersive event** featuring dynamic, audience-driven demonstrations showcasing the groundbreaking features of our software. We'll cover a wide range of topics, from Manufacturing and Accounting to Inventory Management, Sales/CRM, and eCommerce, as we **delve into the capabilities of Odoo 19**. Discover how it can transform your business processes and support your journey towards digital transformation! Attend for FREE -[ ](https://www.odoo.com/r/dKG)**[Register now!](https://www.odoo.com/r/QU4)** For any inquiries, feel free to reach out to us at ellee@odoo.com

Columbus Code & Coffee is an inclusive, informal co-working session. People of all skill levels attend, and we love it that way. Many people (optionally) bring projects to work on, and many other people (optionally) socialize the entire time. It's entirely up to you! **What to Expect at the Intro Circle** \~\~\~\~\~\~\~\~\~\~\~\~\~ Near the beginning of the event (1:30 pm), we do a standup: * Organizer announcements, updates, and logistics Round 1 - (7 secs max): * Your name * What you're working on * What you can help others with Round 2: * Community events you wanna plug. If none, that's cool too. Round 3: * Job opportunities you're hiring for OR announce that you are looking for one. If none, that's cool. After the introduction circle, everything is self-organized! Feel free to work alone, pair up, attend one of our workshops/presentations, or mingle!

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