Security Metrics

Come unwind and connect after work with the R-Ladies+ Melbourne committee and members to celebrate the middle of the year! 🕕 Time: 6pm 📅 When: Tuesday 30th June 2026 📍 Where: Quarterhouse, 693 Collins St, Docklands VIC 3008 (right near Southern Cross Station). Great opportunity to meet others that are using R. The idea is build our community and network with like minded coders. Whether you have been to our past events, or want to join for the first time, please come and join us. 🎉 Everyone is welcome! 🎉 \*Please note that food and drinks are not provided at this event and are at the attendee’s expense. It's more of an opportunity to come and socialise with the group and learn more about upcoming events and opportunities. **‼️ Please RSVP** (and update your RSVP if your circumstances change). **‼️**

Trivia night at the Bentleigh social!

**THEME** At this Deep Work we'll explore **how to tune in to the quiet whispers — and the thunderclaps — that life sends our way.** When Lightning Strikes invites us to **recognise the moments of divine inspiration hiding in plain sight, and learn to trust** the nudges, signs and sudden illuminations that point us toward our truest path. **TIMING** \*Please arrive by 7:00PM for a 7:15PM start. The event will conclude at 8:45PM. **SETUP** You will be seated in small groups of about 5 people. We encourage you to sit with people that you don't yet know. :) **TICKETS** We have 2 ticket options: * Early Bird Tickets - $15 (available up to 7 days before the event) * Standard Tickets - $20 For all tickets, we're happy to provide full refunds for any cancellations received with 48+ hours notice. We will be serving tea, biscuits and soft drinks. **PROGRAM** Through carefully selected quotes and interactive discussions, we will: * Explore the art of deep listening — how to distinguish between the noise of the world and the still, small voice within * **Share stories, laughter and insights:** the hunches we followed, the signs we almost missed, and the unexpected sparks that changed everything * **Create casual and fun art** that captures a moment of personal inspiration — a flash of insight rendered in colour, word or form * Develop practical ways to **cultivate receptivity** in our daily work lives — slowing down enough to hear what the universe might be trying to tell us Come ready to reflect, share and listen — to each other, and perhaps to something a little beyond. **Leave with fresh eyes for the guidance already surrounding you, and the courage to act on it.** **PARKING** 2P parking is available directly adjacent to the venue. [Use this link to navigate there.](https://maps.app.goo.gl/wY8cyfrbZxKnireeA) There is also underground parking available directly opposite the venue.

**Welcome to our Tuesday Social + Language Exchange Meetup 🌍** We meet weekly at **Fathers Office QV-249 little lonsdale st (Melbourne CBD).** We ask that you **purchase a drink at the bar** or **pay $3 at entry** to support the venue. *** ### 💬 Find your people (New!) Looking to practice a specific language? Post in the discussion using: * **#LearnSpanish** * **#LearnEnglish** * **#TeachEnglish** * **#LearnJapanese** * etc. 👉 This helps others find you faster and makes it easier to connect. *** ### 📲 Join our WhatsApp Community Stay connected before and after the event, meet people, and find language partners: 👉 **Join here:** [https://chat.whatsapp.com/Bi7FlhHP91e0eP7MfdeWcZ](https://chat.whatsapp.com/Bi7FlhHP91e0eP7MfdeWcZ) *** ### ⏰ What to expect We consistently have **100–120 attendees** every Thursday (across multiple Meetup groups). People arrive at different times — **best time to come is between 6PM and 9PM.** Come solo or with friends — most people come alone and join conversations naturally. *** ### 🌏 Who attends? A mix of: * Native & non-native English speakers * International students * Backpackers & working holiday travellers * Professionals & expats * Local Australians You’ll meet people from: Europe, China, Japan, Korea, Latin America, and more. *** ### 🗣️ Why join? 👉 A relaxed, social way to practice English 👉 Meet people from around the world 👉 No pressure, no structure — just conversations *** ### 🍕 FREE DRINKS & FOOD FOR FRIENDLY VOLUNTEERS! We’re looking for **friendly volunteers** to help welcome newcomers and keep the vibe social. 👉 You’ll get: * Free drinks (beer/soft drink) * Food (pizza, wedges, etc.) * A fun team to hang out with No experience needed — many of our volunteers are **first-timers too**. Interested? 👉 [www.Linguas.au/Volunteer](www.Linguas.au/Volunteer) *** 📲 **More info:** [https://instagram.com/Linguas.AU](https://instagram.com/Linguas.AU) or **@Linguas.AU**

【Brief】: * 5-day trip to the Samoa islands. * Main activities include Swimming, hiking and some water sports. * Travel with a small group ages between 20s to 40s from Australia. * Share the expenses of the trip. 【Itinerary】 (The detailed itinerary and activities will be discussed and agreed upon by the group) • Day 1: Arrival at Apia • Day 2: The Spectacular South Coast (Swimming in the To Sua Ocean Trench) • Day 3: Ferry to Savai'i Island & The Churning Blowholes • Day 4: Volcanic Fields & The Canopy Walkway • Day 5: Return to Upolu & Deep Rainforest Waterfalls • Day 6: Departure from Apia 【Cost】: A few dollars in gratuity such as $10 per day(a total of $40) to the organiser would help a little with organising costs and time. Please book your flights to Apia as we recommend. We will transparently share the expenses for transportation, accommodation, food, local tours, and other fees related to the trip. 【Notes】: -This is not a Guided Tour. The organiser is a volunteer from our group and is there to enjoy it as much as anyone else. -Travel insurance is highly recommended for an overseas trip. 【Waiver of Liability】 By attending the OZ Adventurers event, I represent that I am in good physical health and capable of participating in the event. I understand that risks of Injuries and Damages are involved in hiking and other adventure travel, and I appreciate that I may have to exercise extra care for my own person and for others around me. I agree to WAIVE, DISCHARGE CLAIMS, AND RELEASE FROM LIABILITY OZ Adventurers, Its organisers, leaders, volunteers, members and attendees from any and all liability on account of, or in any way resulting from Injuries and Damages. 【Facebook】 OZ Adventurers provide a platform to gather like-minded adventurers in Australia, and explore Australia and the world. You can also visit our Facebook for more events. [https://www.facebook.com/OZadventurers](https://www.facebook.com/OZadventurers) [https://www.facebook.com/groups/ozadventurers](https://www.facebook.com/groups/ozadventurers)

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

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!

## 💘 KISMETRIX \| True Connection [Ticketed Event](https://www.eventbrite.com.au/e/july-01-game-on-the-kismetrix-trivia-night-konar-bar-tickets-1991902868099) ### GAME ON — THE KISMETRIX TRIVIA NIGHTDrinks, Banter & Real Connection Hosted by **KISMETRIX \| True Connection** 📍 Konar Bar — Private Dining Room (Downstairs): 483 North Road, Ormond Vic 3204 📅 Thursday, 28 May 2026 🕖 7:00 PM – 10:00 PM (Venue open late) #### BACK. UPGRADED. AND A WHOLE LOT OF FUN. Never done trivia? Perfect. Neither has half the room. This isn't about what you know. It's about who you end up laughing with by the end of the night. The KISMETRIX Trivia Night is back — and this year we've stepped it up. We now have our own in-house host and an exclusive private room just for Kismetrix guests. Same great energy from last year, but more intimate, more personal, and a whole lot more fun. No speed dating. No awkward mingling. No standing around with a drink wondering what to say. Just teams, trivia, a bit of friendly rivalry, and the kind of atmosphere where strangers become easy company. #### 💫 ABOUT THE NIGHT Tired of the same old bar scene? Not quite ready for a formal dinner event? This is the sweet spot. KISMETRIX \| True Connection was created for people who want something more human — real conversation\, real presence\, and a genuine good time\. The Trivia Night is our most fun and relaxed format\, and it's exclusively for Kismetrix guests\. You'll walk into a private room full of people who: 🎯 Are open, friendly and easy-going 🎯 Want a fun night out that feels natural — not forced 🎯 Prefer real-life connection over swiping 🎯 Are simply here to enjoy themselves and see where the night goes Come for the trivia. Stay for the laughs. See who you meet along the way. #### 🎯 WHAT TO EXPECT You'll arrive to a private room — no general public, just Kismetrix guests. You'll be placed into a small team of around six, the questions will start, and within ten minutes you'll forget you didn't know anyone when you walked in. Expect: 🎯 A welcome drink waiting when you arrive 🎯 A warm hosted welcome so nobody walks in feeling lost 🎯 Fun, accessible trivia rounds — no expertise required 🎯 Rotating teams through the night so you meet different people across different rounds 🎯 A mystery round (yes, really) 🎯 A prize worth playing for 🎯 Plenty of laughs, friendly arguing, and genuinely good company Our in-house Kismetrix host keeps the energy warm and the night moving — so it always feels like a night out with good people, not a structured event. #### 👥 AGE GUIDE 🎯 30-43 · 40–53 · 50+ Kismetrix Trivia Night is open to all singles who are here for a good time and genuine connection. We provide age groups so you know what to expect from the room. The focus is always on good energy and like-minded people — not strict age gates. If you're slightly outside a range and the format feels right for you, you're welcome to book. #### 🎯 WHO THIS NIGHT IS FOR This event is for singles who: 🎯 Want a fun, social night out that's a little different 🎯 Are curious about Kismetrix but want a low-pressure way to start 🎯 Love trivia — or have never done it but like the sound of it 🎯 Want to meet new people without it feeling like a "singles event" 🎯 Are open, friendly, and ready for a genuinely good Thursday night Come solo — most people do. You'll be in good company from the moment you walk in. #### 🍽 FOOD & DRINKS Your ticket includes one standard welcome drink on arrival. Konar Bar has a great food and drinks menu available throughout the night, directly from the venue. Perfect if you'd like to make a full evening of it — and many of our guests do. #### 🎟 TICKETS 🎯 Early Bird — $39 🎯 General — $49 🎯 Last Minute — $59 Welcome drink included at every tier. Spots are strictly limited to 7–8 tables to keep the night intimate and social — early booking is strongly recommended. *Last year's event sold out. Don't sit on it.* #### 💡 WHY PEOPLE LOVE KISMETRIX EVENTS 🎯 No swiping. No apps. Just real people in a real room 🎯 No awkward formats or forced interactions 🎯 A genuinely fun night — even if you come solo 🎯 Exclusively for Kismetrix guests — private room, warm atmosphere 🎯 Hosted by people who actually care about how the night feels Many guests come "just to try it" — and end up staying all night. #### ✨ WHERE THE TRIVIA NIGHT FITS The KISMETRIX Trivia Night sits alongside our Drinks Socials, Elevated Dinners, and Activity Nights as one of our most fun and accessible formats. If you've been curious about Kismetrix, this is one of the easiest and most enjoyable ways to experience what we do. #### 🔔 IMPORTANT NOTES 🎯 This is a hosted social experience — not speed dating 🎯 A welcome drink is included; additional drinks and food are available at the venue 🎯 Gender balance is carefully aimed for but not always guaranteed 🎯 Respect, boundaries, and good energy are essential at all Kismetrix events 🎯 Tickets are non-refundable but transferable #### 🔗 STAY CONNECTED WITH KISMETRIX \| TRUE CONNECTION 📧 **social@kismetrix.com.au** 🌐 **[www.kismetrix.com.au](http://www.kismetrix.com.au/ "http://www.kismetrix.com.au")** 📱 Follow us on **[Instagram](https://www.instagram.com/kismetrix_/ "https://www.instagram.com/kismetrix_/"), [Facebook](https://www.facebook.com/profile.php?id=61559826808523 "https://www.facebook.com/profile.php?id=61559826808523") & [Eventbrite](https://www.eventbrite.com.au/o/kismetrix-singles-events-84848288353 "https://www.eventbrite.com.au/o/kismetrix-singles-events-84848288353")** 📄 Important Notice: By registering for this event\, you confirm that you have read and agree to Kismetrix \| True Connection's Terms & Conditions\, Privacy Policy\, Disclaimer and Code of Conduct\. 🤝 Collaborations: collabs@kismetrix.com.au

💛 KISMETRIX \| True Connection 📍 Alfie's Bar, 167 Franklin Street, Melbourne CBD 📅 Saturday, 4 July 2026 🕙 9:30 PM – 11:30 PM 🎟 Early Bird $15 \| Last Release $25 🥂 Includes a welcome drink on arrival Melbourne Singles Social \| Ages 23–33 Let's be honest. Meeting new people as an adult can be surprisingly hard. Most people already have their own friendship groups. Dating apps can feel repetitive. And approaching someone at a bar isn't always easy when you have no idea if they're interested in meeting anyone. That's why we created KISMETRIX. A relaxed Saturday night where everyone is single, most people come solo, and everyone is there for the same reason — to meet new people, have a good time, and see where the conversation leads. No speed dating. No awkward icebreakers. No pressure. Just a fun night out with people who are genuinely open to meeting someone new. Whether you're looking for dating, friendship, new connections, or simply a better way to spend your Saturday night, you'll be surrounded by others doing the same. ## What to Expect 🥂 Welcome drink included on arrival 🍸 Full bar available throughout the evening 🤝 Friendly hosts to help introductions happen naturally 💬 A room full of Melbourne singles aged 23–33 🎶 Great music and a social atmosphere where you can actually have a conversation ✨ A welcoming environment where showing up solo is completely normal ## Who Comes Along? Young professionals, creatives, entrepreneurs, students, and everyday people from across Melbourne. Some are looking for a relationship. Some are newly single. Some just want to meet new people and get off the apps for a night. Most guests arrive on their own, which is exactly what makes these events work. ## Why People Love These Nights Because everyone is open to meeting people. You're not interrupting friendship groups. You're not guessing who's single. And you're not trying to make a dating app profile sound more interesting than it needs to be. Just real people, real conversations, and a genuinely fun night out. ## Important Information • This is a hosted singles social event, not a speed dating event • A welcome drink is included with every ticket • Additional drinks and food are available for purchase at the venue • We aim for a balanced mix of attendees where possible, though numbers may vary • Respect, kindness, and consideration for others are expected at all KISMETRIX events • Tickets are non-refundable but may be transferred to another person KISMETRIX reserves the right to manage attendance and participation, including declining or removing entry where necessary, to ensure a positive and respectful experience for all guests. ## About KISMETRIX KISMETRIX hosts Melbourne singles events designed to help people meet naturally in real life. Whether you're looking to expand your social circle, meet new people in Melbourne, or explore dating opportunities, our events create a relaxed environment where connections can happen naturally. 🌐 kismetrix.com.au 📧 social@kismetrix.com.au By purchasing a ticket and attending this event, you agree to follow the KISMETRIX Code of Conduct and Community Guidelines. Code of Conduct: kismetrix.com.au/code-of-conduct

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)

**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

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.

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 meet to learn and practice American Sign Language and to grow our familiarity with Deaf culture. Facilitated by hearing folks (with a connection to a professional interpreter) using Deaf-created content. People of all ASL skill levels are welcome! As we learn, we hope to connect more with the Deaf community in Central Ohio. Join us as you're able! Come regularly or just once - whatever you're looking for! Each meetup will explore different topics related to ASL/Deaf culture, and will feature time to practice conversation with one another. Just bring yourself and a willingness to learn!

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

Most families work hard for years yet still struggle financially because they were never taught the principles of building, protecting, and transferring wealth. While schools teach people how to earn money, very few teach how to make money grow, protect income, reduce financial stress, and create long-term stability for future generations. In this exclusive Private Financial Blueprint Session, licensed financial professional Sandy Osei will walk attendees through practical financial concepts and strategies commonly used by financially successful families. This workshop is designed to help individuals and families better understand how money works and how to make smarter financial decisions in today’s economy. During this live online session, participants will learn: • The financial habits wealthy families teach their children early • Common money mistakes that keep families financially stuck • How to protect income and prepare for unexpected life events • Strategies to begin building long-term wealth and financial security • Ways to create more financial freedom, options, and stability for future generations • Important financial concepts many people were never taught in school This is not just another motivational webinar. The session is focused on education, real-life application, and actionable steps attendees can begin implementing immediately. Because this is a private session, seating is limited and available by application only. The workshop is open to serious applicants located in the United States and Canada who are ready to improve their financial future and gain valuable financial knowledge. Whether you are starting your financial journey, trying to break generational cycles, or looking for better strategies for your family’s future, this workshop was created to provide clarity, education, and empowerment. Date: July 1st Time: 7 PM EST Location: Live on Zoom https://www.eventbrite.com/e/what-rich-families-teach-their-kids-about-money-tickets-1989971408050

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

Challenges coming soon!

**Practical Curiosity: Learning from Everyday Data** How do we actually get better at utilizing our day-to-day data? Fancy dashboards and complex models might look nice and draw attention, but that’s not where most of us spend our time. In fact those shiny outputs frequently sit unused, while the real insights are drawn from the analyst’s daily practice. Sometimes it’s as simple and as powerful as noticing that a segment is shrinking, a channel is underused, or certain links keep getting all the clicks. There’s many different places that the spark of insight can come from, but you have to keep your head in the data and know where to look. In this session, we’ll explore real-world examples of how segmentation, testing, and click behavior can uncover practical digital marketing opportunities. You’ll leave with inspiration for your own use cases, along with a few simple ways to ask better questions, spot meaningful patterns, and make smarter decisions without overcomplicating it. **About Our Speaker:** [Elaine Armbruster](https://www.linkedin.com/in/elainearmbruster/) is a Director of Digital Experience at the [American Diabetes Association](https://diabetes.org/), where she focuses on using data and insights to create smarter, more effective digital experiences. A lifelong Columbus resident, she has built her career in email marketing and the broader digital user journey, and is finding she most enjoys working in the messy middle where systems, data, and big ideas don’t quite line up yet. Thanks to our 2026 sponsors: [Clarivoy](https://www.clarivoy.com), [What Box Consulting Group](https://www.whatboxconsultinggroup.com), [Conductrics](https://www.conductrics.com), and [Piwik PRO](https://piwik.pro) More info at [cbusdaw.com](https://cbusdaw.com)