Dachshund Rescue

**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

### **The Experience** 🚀 Welcome to your new midweek ritual! **Bachata ConeXión Wednesdays** is all about connecting with purpose in a stunning, high-energy environment. Meet us at **The Third Day**—a massive, industrial-chic warehouse space in North Melbourne—for the best Bachata vibes in the city. Whether you're here for the fitness, the music, or the amazing community, your spot on the floor is waiting. *** ### **📍 Location & Time** * **Venue:** The Third Day – 290 Macaulay Rd, North Melbourne VIC 3051 * **When:** Every Wednesday Night * **The Space:** Huge dance floor, bar, and an inclusive, welcoming atmosphere. *** ### **🗓️ The Schedule** Our night is designed to take you from your very first steps to the social dance floor: * **6:30 PM – Bachata Fundamentals:** Perfect for absolute beginners. * **7:00 PM – Bachata Improvers:** Level up your basics. * **8:00 PM – Bachata Intermediate:** Master your patterns and flow. * **9:00 PM - Late – Social Dancing:** Practice what you learned and party! **(Social is INCLUDED with any class ticket)** *** ### **🎵 The Music Mix** Our DJs keep the floor burning with the perfect midweek blend: * **70% Bachata** (Sensual, Moderna, & Authentic) * **30% Salsa** (Linear & Cuban) * **+ A touch of Kizomba** to keep the flow smooth. ### **✨ First Timers: Start for FREE** New to our community? We want to welcome you! * **Your first 6:30 PM Fundamentals class is 100% FREE.** * No partner needed (we rotate throughout the class). * No experience required—we'll teach you everything from step one. *** ### **🎟️ Pricing & Tickets** **All tickets are available at the door!** No need to pre-book, just show up ready to move. * **6:30 PM Class:** $11 * **Single Class (7:00 PM or 8:00 PM):** $21 * **Double Class Pass:** $31 * **Social Only (from 9:00 PM):** $16 ($11 after 10:30 PM) *INSANE Card holders enjoy exclusive class & social deals!* *** ### **📲 Stay Connected** Follow us on Instagram to see our daily stories and get a sneak peek at the vibe before you arrive: 👉 **Instagram:** [@bachataconexion](https://www.instagram.com/bachataconexion) **Ready to dance? RSVP now and join the family!**

**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](https://wso2.com)** * **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.

### Your First Bachata Class on Wednesdays is FREE! 💃✨ Welcome to your new midweek rhythm at **The Third Day:** 290 Macaulay Rd, North Melbourne Whether you’re a complete beginner or a seasoned dancer looking for a friendly community, this is your new Wednesday home. ✨ **THE "ZERO-RISK" FIRST STEP** Not sure if Bachata is for you? Come and see for yourself with **no commitment**! * Your first **6:30 PM Fundamentals class is 100% FREE**. * No partner needed and no experience required. * Just show up, meet the crew, and have fun. ⭐ **THE RISING STAR MEMBERSHIP SPECIAL** If you love your first class and want to stick with dancing midweek, we have an exclusive offer for our community: * **The Deal:** Grab our Rising STAR Membership Card for just $50. * **What’s Included:** Covers your next 7 classes! * **Total Value:** Just $7.14 per class — officially the best value dance deal in Melbourne! * 📅 **WEDNESDAY SCHEDULE** * 6:30 PM: Bachata Fundamentals (Beginners) — FREE for first-timers! * 7:00 PM: Bachata Improvers * 8:00 PM: Bachata Intermediate * 9:00 PM – Late: Social dancing & community vibes 📍 **WHERE WE ARE** **The Third Day:** 290 Macaulay Rd, North Melbourne Look for our check-in table at the entrance. We’re the friendly group having a great time! Why join us? We aren’t just a dance school; we’re a **community**. Since 2018, we’ve focused on **connection, laughter, and making everyone—especially solo beginners—feel welcome** from the moment they walk in. Come as you are, bring a smile, and let’s make every Wednesday your night of dance! 🥂

**Melbourne’s midweek hangout!** Free board games, great company, and zero pressure, just roll in and play. Whether you’re a Settlers of Catan strategist, an Uno wildcard, or just keen for a drink and a laugh, your Wednesday night plans are sorted. No cover charge, no excuses. 🃏 **Every Wednesday Night** 🕕 6 PM - 10 PM 📍 Fortress Melbourne, Caledonian Lane 💚 Rock up solo, bring the crew, or team up on the night, it’s up to you. ♟️ **Games are free. Drinks are flowing. Good times guaranteed.** **TERMS & CONDITIONS** * *Fortress is a licensed venue, and as such, a valid ID is required and checked upon entrance to the premises.* * *Tickets for this event are non-refundable.* * *Unaccompanied minors are not permitted in the venue at any time. Please make sure any guests under 18 are accompanied by a responsible adult at all times.* * *Minors are not allowed in the venue past 8:00 pm* * *No outside food or drinks.* *Our Cosplay policy can be found here: [https://fortress.games/cosplay-guidelines](https://fortress.games/cosplay-guidelines)* *More information on valid forms of identification and Fortress' minors policy can be found here: [www.fortress.games/minors/](https://www.fortress.games/minors/)*

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)

Do you live in the Southern suburbs? Want to explore what the Southern suburbs has to offer? Or are you just interested to catch-up with like-minded people? Once a month Steph hosts our Southern socials. It is a great opportunity to meet others. Our emphasis is on fun whilst helping and supporting each other. The socials include drinks and chats, casual coffees, dinners and other activities suggested by members from time to time. Our socials are informal and open to all. We pay for own food and drinks individually and there is no charge for the organisation of the events. We hope to see you!

**Location:** Brighton Library - Booked Private Meeting Room **Spots:** 8 maximum *This is the first one. Come help us figure out what it becomes.* The Founders Council is a weekly gathering for women in Melbourne's south-east who are building something — a business, a side project, a creative practice, an idea that keeps coming back. It is not just a networking event. It is not a workshop. It is a council — a small room of women who show up weekly (or help out the one-off joiners to the group) to give and receive honest input from people who are in the same season of building but might be doing it alone. You will meet other girls who are building something too, let's help each other out with whatever each of us is working on. Share your inputs and ideas. Because I believe we have so many skills and pieces of knowledge that can help the person next to you. This can be your accountability group come when you can, touch base and keep yourself accountable with what you planned to build. **Session 01 will run like this:** We will start with a quick round of names and what everyone is working on — thirty seconds each. Then the council opens. Anyone who wants to bring something gets fifteen minutes — a problem, a decision, a pitch to test, something they need honest eyes on. (You can also treat this as your accountability group where in your 15 minutes you can share what your plan is for this week. Then come again next week to check in and plan the next week) The group responds. Not with prescriptive advice. With real honest reactions from people who get it. We close with each person naming one thing they are doing before next week. That is it. That is the accountability. Then the last thirty minutes are open — coffee, conversation, the kind of talk that only happens when the room is right. **You do not have to share anything.** Come and contribute to the group. Listen. Give your perspective on someone else's problem. That seat is just as valuable as any other. **Who belongs here:** Women aged roughly 20 to 40 in Melbourne's south-east who are actively building something. Early stage, side hustle, just an idea — all welcome. The only thing that connects everyone in the room is that you are building and you want to be around others who are doing the same. **What to bring:** Yourself. Coffee. Optionally — one thing you are working on or stuck on that you would like the group's eyes on. **Spots are limited to 8.** Small by design. The council only works when the room is small enough for everyone to have the time to share and get the response. *This is a weekly event. Come once or come every week — no commitment required. The door is always open.* Started by Veronika — Bayside local, building an app for couples, and someone who started this group because she needed it and could not find it.

Friendly game of five a side indoor football (soccer). Indoor trainers/boots. No studs. Played on timber floor. Bibs will be supplied. Game Rules: Kick ins from the side. Goal keeper must throw the ball out when the ball goes behind. No slide tackles. After each goal a spot kick is taken and the opposing team must stand behind the white line (you'll understand when you get there). Keeper rotates every 6 minutes. If you need to pull out of the game for any reason, please RSVP no and then message the event so that another can potentially fill your spot. Please note that you should do this at least 48 hours (the sooner the better) before the game to allow the chance for someone to take your spot. If we are unable to fill the spot then I will not be able to refund you. Thank you.

Want to go from newbie to competition ready with one of the most competitive dragon boat teams in Australia? Join us for a 4 week free trial, and learn the ropes of one of Australia’s fastest growing water sports - dragon boat! Your trial will include: * 3 learn to paddle sessions across 3 Sundays (5th, 12th, and 19th July) * 1 regatta in Footscray (26th July) to test your skills against other dragon boat clubs! * Up to 3 optional gym sessions every week for the length of your trial. Ready to take the leap? Click the link below to register for **free** [Learn to Dragon Boat - 4 Week Intensive — Melbourne Flames Dragon Boat Club](https://www.melbourneflames.com.au/upcoming-events/2026/7/5/learn-to-dragon-boat-4-week-intensive) If you have any questions, please message the page!

Hi all, us at NeuroSparks are having another fortnightly meeting and we'd love to see you there! When: Saturday 4th July from 12:30-3:30PM. Where: we will be meeting at the Majorca Room at the City Library. Access to the room is via a lift or steps in the foyer. The City Library is located at 253 Flinders Lane, right next to Flinders Street/Town Hall Station. This social gathering will be for those looking to connect with others in the community. It'll be a very casual setting, where everyone can be themselves and can and go when they feel like it. There will be limited structure, as this event is intended to be like the casual free form mingling of our picnic events. For anyone wanting to continue socialising after the room booking ends, we encourage you to get out and hit the town together! **People are welcome to bring food/drinks to the event. Conveniently for us, there is a cafe on the library's ground floor and there are many cafes also nearby! But for the sake of continuing to use the venue, please tidy up after yourself.** This event is open to all neurodivergent people and anyone who values a friendly, inclusive space. Many attendees come on their own, so if you’re feeling a bit hesitant, know you’ll be in good company and warmly welcomed. If the group/noise feels too overwhelming at any point, there is a silent study room next door to decompress in. If you struggling to interact with the group, just let one of friendly organisers know and we will be able to help you out! If at any point you have concerns or feel uncomfortable about any group member, please notify one of the organisers. **For the purposes of not overwhelming attendees, we will be capping RSVPs at 50 people maximum. If you have RSVP’d and can no longer attend, please cancel your booking, to allow others to attend. If you sign up for the waitlist and Meetup prompts you to pay, please ignore this, as this event is not intended to be paid for.** Looking forward to seeing all of you there! Disclaimer & Safety Notice By attending this Meetup, you agree: • Participation is voluntary and at your own risk. • Organisers are community volunteers, not medical or professional providers. • You are responsible for your own safety, choices, and belongings. • Organisers are not liable for injury, loss, or damage at any time. • If you have health or access needs, please make your own arrangements. • In an emergency, call 000 immediately. By joining, you accept full responsibility for your actions and well-being.

Jimmy V's Grill & Pub in Grandview Heights. You are responsible for your own meal/drinks. We usually don't have any agenda other than eat, drink and talk. :) If the weather is nice we will be on the back patio, otherwise we are in the cigar room. This group has been meeting every Tuesday evening for over a decade. Many attendees do not RSVP on meetup. Please don't let the small number here discourage you. Anyone/everyone is welcome to come. We'd love to have you join us. COTA bus #5 comes to W. 5th and Wyandotte Rd. And it's a minute walk to the restaurant.

We'll meet at The Capital One Café, 167 Easton Town Center, Space A-103. This is in the main mall where the Microsoft store used to be, on your left if you're standing at the bottom of the AMC Theater escalator. Join us on Saturday for an hour of uninterrupted wordmaking! • What we'll do Join us for an hour of writing! We’ve discovered that it’s strikingly helpful to write with other writers. See if it’s true for you at 10AM on Saturday mornings. Be it a book, blog, script, essay, dissertation, resume, melody, poem or just plain work stuff, you are invited to write it with us. No one will see what you've written or give you unsolicited advice. Instead of just thinking about writing, come and get some real writing done. SCHEDULE: 10:00 - SESSION 1: quick intros. 10:10 - timer starts: write for 1 hour. 11:10 - chat / take off / keep writing. OPTIONAL SOCIALIZING happens at 11A-11:30ish. Writing is very solitary. Connecting (and sometimes even commiserating) with other writers is a cool thing. BEING LATE IS OKAY: just show up and get settled, then check-in with me after the session. (I’ll be the person with the Shut Up & Write! sign.) If you were on time, please be willing to make room for the friendly latecomer. Happy writing and I look forward to seeing you! • What to bring Whatever you need to be able to write! Bring earbuds/earplugs if you want to block noise or the occasional conversation by other patrons. Electrical outlets are limited, so charge your devices before whenever possible. See you at The Café on Saturday!

Some trained COUNT volunteers work together once a month at RMH (http://www.rmhc-centralohio.org/volunteer.php) as Housewarmers (usually on the 1st Sunday from 1 – 5 PM). Some schedule other shifts at their convenience. You may try this out with less fuss by following a "Fast track" or go through the normal process. Fast track • Arrange a time to shadow a COUNT volunteer. Call Dave Nohle at 614-268-9558 (cell). • Show up and try it out. • Complete application, etc. later. Normal process • Complete an online application (http://rmhc-centralohio.org/volunteer/). • Attend orientation in advance. • At orientation you will complete forms agreeing to keep family/patient info private and allowing a background check and tour the facility. • Complete one training shift. Daily shifts are: morning 9 AM - 1 PM, afternoon 1 - 5 PM and evening 5 - 9 PM. • Schedule shifts online using the on the RMH scheduling system (http://www.volgistics.com/ex/portal.dll/?FROM=32895). The Ronald McDonald House (RMH) provides housing and meals for families with sick children. The Columbus RMH is the largest in the world with 137 rooms. COUNT has been volunteering there since May 2014. Housewarmers work with RMH guests to provide a home-like environment - greet, assist with family needs, answer phones, give tours, assist with checkin/checkout, prepare guest rooms after checkout, clean facility, laundry, restock supplies and staff the front desk. RMH Housewarmers volunteer at least one four-hour shift a month. All Housewarmers must complete an application and agree to a background check before they can be full fledged volunteers.

Greetings writers! Come down and join your fellow wordsmiths for one hour of uninterrupted writing time in the upper level of the Market District Supermarket in Upper Arlington. The main entrance of the shopping center opens onto stairs/elevator leading up to the 2nd floor cafe section where we will have a table displaying a sign with the Shut Up & Write logo. Writing is largely a solitary craft. Practicing with others in a community setting may be the thing you need to fire your own routine. We’ll meet on Wednesday evenings, starting the clock at 6:30, following a brief period of introductions. This is solid writing time and all inclusive. Any project is acceptable, be it fiction, non -fiction, work or homework assignment. All is welcome and will remain private to you. The market boasts a Starbucks, a full service bar and various affordable food options. Parking is plentiful, free Wifi is provided as well as outlets for charging your devices, though they are somewhat limited, so plan accordingly. Show up as early as you like, or stay late. This group tends to socialize some, both before and after the alloted time, but this is not mandatory to you. Feel free to come and go as you please and late arrivals are welcome. The cafe may be noisy on occasion so headphones/ earbuds are reccommended as you see fit. Please try to RSVP if possible so that we may grab enough seats for all—the venue can be busy at times. Feel free to message me privately wth any questions and/ or concerns you may have. Happy writing!