Security Metrics

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)

## 💘 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

**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.*

**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.

**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

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 📍 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

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. There are still speaking spots open. If you want to talk about anything Elixir related, get in touch. This is the last meetup at SuperAPI's HQ on Little Collins st. Next month we're moving to SuperAPI's NEW HQ on Collins st (about a block away). details to follow. **Agenda** * 6:00pm - Arrive, socialise * 6:30pm - Welcome; introduction; “who’s hiring” pitches. * 6:45pm - Braidon Whatley and Julian Doherty - "Finding '[quadratic-time decoding of nested query/body parameters enables denial of service](https://cna.erlef.org/cves/CVE-2026-54892.html)' CVE in Elixir Plug and what it means". * 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.

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.**

We all possess intuition, the quiet inner knowing that guides us through life. Yet for many of us, this innate ability remains underdeveloped or overlooked. \*The Inner Oracle\* is an engaging and experiential presentation designed to help you reconnect with your intuitive wisdom in a supportive and welcoming environment. Together, we will explore the concept of intuition, including an introduction to the various “clairs” or intuitive senses, such as clairvoyance, clairaudience, clairsentience, and claircognizance. Through guided meditation, participants will have the opportunity to quiet the mind, deepen self-awareness, and connect with their own intuitive insights. Interactive activities and practical exercises will provide a fun and encouraging space to practise trusting and strengthening your intuition. This event is suitable for all experience levels—from the simply curious to those already working with intuitive practices. No prior knowledge is required, only an open mind and a willingness to explore. **Jasmine Elizabeth King** is a Lecturer, Supervisor, and Clinic Lead at Torrens University, where she teaches naturopathy, western herbal medicine, and nutrition. Inspired by her passion for integrating intuition alongside evidence-based health science education, Jasmine developed this workshop to support students and practitioners. It quickly became clear that cultivating intuition is a skill that can benefit everyone, making this workshop accessible, practical, and enjoyable for all. **The MTS is committed to providing events that align with and further The three objects of The Theosophical Society:** * To form a nucleus of the universal brotherhood of humanity, without distinction of race, creed, sex, caste or colour. * To encourage the study of comparative religion, philosophy and science. * To investigate unexplained laws of nature and the powers latent in the human being. However this being stated, the MTS does not endorse any health, spiritual, science-related, philosophical or theological /other assertions or claims made by any facilitator we host.

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!

Highlights and Hidden Gems in SQL Server 2025 With so much emphasis on cloud data platforms and AI these days, SQL people can feel left behind by all the marketing hype. SQL Server 2025 was officially released in November of 2025, though, and contains a ton of improvements that will make our SQL Server deployments a bit faster, better, and more secure. There are even more improvements tucked into the release that never made a marketing blog or press release that you'll likely be learning about for the first time in this session! Join this session to learn about what makes your high availability a little more available, your performance a bit more performant, and your database more developer and app-friendly. Come spend an hour with SQL people talking SQL Server 2025 – the good, the "not quite ready for prime time", and the hidden awesomeness.

Challenges coming soon!

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

**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)