Management

Business Agility is continuously improving, as is the Domain Model that underpins how we think about it. In June we welcome Evan Leybourn co-founder of the Business Agility Institute and Chief Product Officer at the newly founded X2A to run a deep dive on how the Domains, their Capabilities, and exhibited Behaviours evolving. The goal of the update is to further support practitioners' understanding of their organisation's standing today (their "X") and map a viable approaches to meet their ambitions (their"A"). Thanks to TeamForm for providing the space and funding the refreshments on the night. Without sponsors great events like this don't happen.T

You've built the POC. Leadership loved it. Now what? The gap between a working AI demo and a production system is where most projects quietly die. This event tackles the hard part, the decisions that come after the proof of concept gets the green light. Hosted by Zendesk! **What we're covering:** 🏗️ Architecture decisions that don't show up in tutorials when to build, when to buy, when to stitch things together 💰 Cost and efficiency trade-offs, what it actually costs to run AI at scale, and how teams are managing it 🔒 Governance and guardrails, who owns the model in production, and what happens when it breaks 🎤 Talks, panel, and Q&A from practitioners who've shipped AI into production, not just theorised about it **Our panel of experts:** * Darragh Kennedy, Director - Software Engineering, Zendesk * Fernando Mourão, Head of Responsible AI, Seek * Brad Ryan, Chief AI Officer, i-screen, Ex AI Lead - AWS * Romina Sharifpour, AI Engineering Lead, CBA **Details:** 📅 Thursday 4 June 2026 🕕 6:00 – 8:30pm 📍 Zendesk Office Level 13/550 Bourke St, Melbourne VIC 3000 **Format:** Talks + Panel + Q&A (6:00–7:30pm) → Networking & drinks (7:30–8:30pm) This event is part of AI Week Melbourne (June 1–7) and is run in partnership with Web Directions / AI Engineer Melbourne. Whether you're an engineer wrestling with inference costs, a leader trying to get your AI strategy past the pilot stage, or just curious about what production AI actually looks like, this one's for you. Spots are limited. RSVP to secure yours.

Smashing! Try something new Thursday Interactive workshop - Add power to your presentation. Why and how to activate the mind of an audience! Serious about improving your leadership - **Why mess, come to the best** Why is Smashing different to other speaking clubs? Just one member's thoughts, "The fun/laughs factor is definitely a point of difference. We keep it moving with high standards so it’s a nice balance. Too strict makes it tense and boring, too loose and we can lose the energy/commercial feel. SmashSpeak's vibe's in the sweet spot." **Free parking** close: O'Connell and Cobden streets **IMPORTANT: Be on time, as doors close when the show starts** “Proudly Australian" – Free-flowing teamwork, greater good focus, sharing the stage, etc Multicultural Hub, 506 Elizabeth St (Opposite Queen Vic Market) Level 1, Purple Room (End of corridor) More to come...

''A Course in Miracles (ACIM)" is The Channelled Works of Jesus / Isa / Yoshua (Same Human Being - Named Differently by Different Religions) from 1965 - 1972. It Supplements and can go beyond anything The Bible, The Koran and The Torah has taught you. Find Out if you are ready to experience Spiritual Growth Beyond Religious Teachings (THE ACTUAL PROMISED: SECOND COMING) that have been Edited or Re-Translated over many centuries or EVEN Added to for The Suppression of Women. It Upholds the prophecies from those 3 holy books, but Clarifies More Deeply where they don't seem able to FULLY for the ordinary 21st Century human being, who finds it difficult to understand esoteric teachings handed down by Mystical Schools. You have free will to decide when you will commence your Journey HOME from Earth. We can Listen to Recordings of the above mentioned works. Alternatively, I also have DVD or CD recordings from Joseph Campbell, Deepak Chopra, Mother Theresa, Stuart Wilde, David Hawkins, Esther Hicks, Dennis Waitley, Gregg Braden, Wayne Dyer and Others. Topics that can be covered include: How "A Course in Miracles" came to be, Near Death Experiences, The Second Coming, The Evolution of Mankind's Spiritual Understanding, The Human Ego, Buddhism, The Christian Teachings EDITED FROM The Bible, Taoism, Ayurveda, Zen, Chi, The Bhagavad - Gita and Guided Meditations. This event is stated to run 3 hours, but those not able to can leave early and this would never be a problem. The Nature of THE BIRTHER (ETERNAL UNCONDITIONALLY LOVING SOURCE) and The Nature of OUR ESSENCES (SOULS) are Identical (Made in God's Image). The Insane Human Ego is THE ORIGINAL MISTAKE. Our Goal is to use THE POWER of REASON to UNDO IT, while on Earth!!!

We’re excited to bring our community together again — this time with a focus on **Building resilient AI**. As LLM-powered applications move from experimentation to production, a new challenge emerges: **how do we secure what we don’t fully understand yet?** In this session, we’ll explore two critical layers of AI defense—**protection** and **proactive testing**—through real-world practices and practical demos. **Topics** **1\. Shielding your LLMs with AWS Bedrock Guardrails** Ever felt like deploying an LLM is a bit like letting a genius but unpredictable intern talk to your customers? Join me as we explore how to move past the unregulated nature of unregulated AI using AWS Bedrock Guardrails. We’ll dive into the six pillars of AI safety and deploying guardrails to build AI that isn't just smart, but is fundamentally trustworthy and brand-safe. **About the speaker** [Maitreyi Singh](https://www.linkedin.com/in/maitreyisingh/) is a Data Scientist at [REA Group](https://www.realestate.com.au/), currently working on developing AI agents and intelligent systems. She has experience in Generative AI and enjoys exploring innovative applications of AI in real-world solutions. Outside of her professional work, Maitreyi enjoys painting as a creative hobby. **2\. Red Team Your LLM App Before the Bad Guys Do** As LLM-powered apps become more common, they're also becoming bigger targets. Prompt injection, jailbreaks, and harmful content exploits are real threats — and most developers don't discover them until it's too late. In this talk, we'll cover why guardrails are essential for any production LLM app, and why red teaming is one of the most effective ways to uncover vulnerabilities before bad actors do. We'll then put theory into practice with a live demo: a vibe-coded AI app on Amazon Bedrock, attacked using an open source red teaming tool — first without guardrails, then with them. The difference will speak for itself. **About the speaker** [Vanessa](https://www.linkedin.com/in/vanessa-kong-8069601a7/) is a Senior Product Security Engineer at [REA Group](https://www.realestate.com.au/) with five years of experience spanning cloud infrastructure security, security tooling and automation, and AI security. She specialised in building secure systems end-to-end, automating security workflows, wiring up tools to catch issues earlier in the pipeline, and exploring the evolving security challenges that come with AI-powered applications. She loves getting into the weeds of how things break — and helping people build them more securely. **Agenda** 5:30pm – Food and networking 6:00pm – Presentation 1. Shielding your LLMs with AWS Bedrock Guardrails 6:30pm – Presentation 2. Red Team Your LLM App Before the Bad Guys Do 7:00pm – Networking We’re incredibly grateful to our sponsor — [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 - Josh Price - Ash Framework * 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.

🌟 **Unlock Your Full Potential with CPA Toastmasters!** 🌟 Are you ready to become a more confident speaker and a stronger leader? CPA Toastmasters is here to help you *grow* both personally and professionally! Whether you're looking to improve your public speaking skills, enhance your leadership abilities, or build self-confidence, Toastmasters provides a supportive and encouraging environment for you to thrive. 🚀 **Why CPA Toastmasters?** * **Improve Public Speaking**: Learn how to communicate clearly and confidently in front of any audience. * **Build Leadership Skills**: Develop the tools and techniques to become a stronger leader in your personal and professional life. * **Friendly, Supportive Community**: Join a group of like-minded individuals who are all working toward their personal growth and success. * **Real-Time Feedback**: Get constructive feedback in every meeting to help you continually improve. * **CPD Hours**: As our member, you are eligible to claim CPD hours under CPA for attending our meetings! 📈 **What to Expect at a Toastmasters Meeting:** * **Prepared Speeches**: Deliver speeches on topics you’re passionate about (Members only) * **Impromptu Speaking**: Practice thinking on your feet with quick, fun exercises. * **Constructive Feedback**: Receive valuable tips to help you improve, delivered in a positive, encouraging way. * **Leadership Roles**: Take turns leading the meeting, which helps you refine your organizational and leadership abilities. Come visit us in our next meeting and learn how our club can support your public speaking journey!

**Join your local guides on the best pub crawl in Melbourne!** Meet at WAX Music Lounge on 250 Flinders St, and explore the best, most well-known venues with people from all over the world. With **4 free 'welcome shots'** upon entry to each bar followed by exclusive drink deals at each, you'll see just why Melbourne is known as the nightlife capital of Australia! Experience a range of Melbourne's most famous bars & pubs throughout the night, with **free entry** for all, and reduced entry/recommendations at the end of the event to keep your night going strong! Play games, **win prizes** and mingle with locals, travelers & everything in between on the most sought-after event in Melbourne! * **4 FREE SHOTS** * **4 BARS ALL WITH FREE SKIP-THE-LINE ENTRY** * **PLENTY OF GAMES AND PRIZES TO BE WON** * **UNLIMITED MEMORIES & CHANCES TO MAKE FRIENDS IN THE CULTURAL CAPITAL OF AUSTRALIA!** Starting at 5:30PM at WAX Music Lounge on 250 Flinders St, you will receive your skip-the-line wristband, free welcome shot and mingle with other attendees before we introduce our games and prizes to be won throughout the evening. We then mix it up weekly, visiting some of Melbourne's most iconic and well-known bars with your pub crawl crew who have lived and breathed the city for most of their lives. **Make sure to lock in your spot ASAP as tickets often sell out!**

**Every Friday \| 6PM \- Late \| Free Entry** 🎉 *The ultimate weekly hangout for Magic players - new and experienced alike.* Unleash your inner planeswalker at **Mana on Tap**, a free weekly Magic: The Gathering event hosted in Fortress’s Arena. Whether you’re a seasoned spell-slinger or brand new to the game, join us every **Friday night from 6 PM to Late** for games, drinks, and good vibes with fellow Magic fans. ### **Learn to Play** Just picked up your first deck? Want to learn the ropes? Borrow a starter deck for free at Fortress and join a casual Learn to Play session hosted by friendly game guides. Meet fellow new players, pick up tips, and duel in a relaxed, welcoming setting. ### **Play Your Way** Casual, competitive, or something in between, **all formats are welcome** (though most people play Commander). Whether you’re into Commander, Pauper, Standard, or Modern, there’s a seat at the table for you. Bring your deck or borrow one, and play at your own pace. ### **Commander Conclave** Our spacious Arena is perfect for **Commander Night**. Dive into multiplayer games, meet fellow enthusiasts, and enjoy stellar lighting, comfy seating, and easy access to food and drink from our full-service bar. Order via buzzer and get back to the action faster. ### **The Venue** Held in **The Arena** at Fortress, enjoy plenty of space, low-volume ambience, and on-tap beverages while you play. Stay fueled with food and drinks delivered straight to your table - no need to pause the game. **TERMS & CONDITIONS** * *Fortress is a licensed venue, and as such, a valid ID is required and checked upon entrance to the premises.* * *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.* *More information on valid forms of identification and Fortress' minors policy can be found here: [www.fortress.games/minors/](https://www.fortress.games/minors/)*

* Join us for an evening of professional networking and valuable insights at our Entrepreneur & **Small Business Networking Mixer**. Connect with fellow small business owners, entrepreneurs, and like-minded professionals to share business strategies and exchange ideas for startup success with a drink. * * We have carved a deal with the restaurant of 10% Discount of all Menu items & drinks if you mention the staff "**Friday Business Meetup Deal**" * * We will delve into the power of integrating feminine wisdom with masculine energy for enhanced business strategies and entrepreneurial success. Discover the importance of positive human collisions in fostering innovation and growth, while expanding your network in a dynamic and supportive environment. * * Don't miss this opportunity to meet new contacts, exchange knowledge, and take yourself to the next level! * * **About Host:** Host of the event Sash (Sachin) is qualified accountant in practice. Mostly he is present in the event but it is subject to his prior commitment. However everybody is still invited to chat & socialise whether he is present or not. The place is a platform for everyone to gather,meet & help each other. * * **Address & Timings :** from **6-8 PM** at **500 Victoria Street, North Melbourne VIC 3051 (This event will be on every Friday same time same day unless otherwise advised)** * * Join us to meet new friends, hang out and have some laughs. New people are always welcome 😊🍺🍺 * * Come along to meet new people and see the familiar faces of the regular members. This is a regular weekly group for socialising and unwinding for the weekend. * * **Liability Waiver:** The organizer of this group cannot accept any liability for any loss, damage, injury, or accident to participants or their property at this event. By participating in this event, you're taking responsibility for your safety and well-being.

**Overcome Your Fear of Public Speaking with Southbank Toastmasters!** Ready to transform nerves into confidence? Join us for a fun, interactive workshop to: ✨ Conquer your fear of speaking 💡 Learn pro tips from experienced mentors 📈 Boost your business and career through powerful communication Whether you're a newbie or a seasoned speaker, this is your chance to grow, connect, and shine! 🌟 Don’t miss out—step up to the mic and join us! 🎤

**Important Note:** the venue requires a guest list in advance. To lock in your spot, please connect with me on LinkedIn and I will send you a private booking link. **Once you've doen both of these, you’re in.** LinkedIn: [https://www.linkedin.com/in/matthewstuckings/](https://www.linkedin.com/in/matthewstuckings/) If you’re building something and wouldn’t mind doing it around other switched-on humans, come join us for a relaxed co-working day at **Edinburgh Villiage Studio.** **Location:** [https://edinburghvillagestudio.com.au/contact/](https://edinburghvillagestudio.com.au/contact/) No formal agenda. No awkward icebreakers. Just good people, decent coffee, and focused work. ☕ **Loose plans on the day** *10:00–11:00am* Coffee, chat, and a quick “what are you working on?” round. After that, everyone settles in and gets on with their own work. *12:30–1:30pm* Optional tag-along lunch nearby if you feel like stretching your legs. **What to expect** • A mix of founders, consultants, marketers, and side-project builders • Light conversation, real work • Space to focus without being isolated You can network as much or as little as you like. **Who this is for** • People actively building something • Those who enjoy thoughtful conversation • Anyone who prefers productive days over scrolling at home Please RSVP only if you genuinely intend to attend. Spots are limited. Bring your laptop, your to-do list, and something meaningful to move forward.

## 🤝 Host Information A co-hosted event by ProductTank Columbus & Women in Product Columbus 💡 About the Workshop AI adoption is stalling across organizations — not because of a lack of motivation or tools, but because it's fundamentally a behavior design challenge. This hands-on workshop applies proven Behavior Design models and methods to help you move from a vague organizational wish to boost AI adoption to 3-5 concrete, testable interventions you can act on starting tomorrow. Whether you're a product manager, on a product team, or just someone trying to get AI to actually stick at work, you'll leave with a clear picture of what's worth focusing on, what to ignore, and how to drive real, sustained adoption — no guesswork required. 🛠️ What to Bring Laptop: Fully charged and ready to go. AI Assistant: Have your favorite AI assistant pulled up. (Dom will be using Claude, but feel free to use whichever assistant you prefer!) 🍕 Logistics & Perks Food & Drink: Pizza and drinks provided! Parking: Plenty of free spaces available on-site. ###

You're invited to Indiana D365 User Group Meeting Wed Jun 10, 2026 2-4 PM Agenda (sessions may change time slots before the meeting.) 2 Welcome 2:10 Stratgies for successful testing - Carla Teasdale from Wilmuth Solutions 2:50 Building Power Apps in an AI world using Claude Code demo - Natalie Roberts from Leaf Software Solutions 3:30 Everything you need to know about Quality in BC - Derek Bohman, BC Consultant 4:00 Closing Notes 4:10-5 Networking Social at Upland Brewing at Clay Terrace (walk over) Link Information to join remotely below [https://teams.microsoft.com/l/meetup-join/19%3ameeting_YWRkNmQ1NWMtN2E0Mi00ZDU4LThmNzMtMDdlODMwMDNkMGMz%40thread.v2/0?context=%7b%22Tid%22%3a%22b4c9f32e-da17-4ded-9c95-ce9da38f25d9%22%2c%22Oid%22%3a%2267db4a27-1865-4ea7-bb20-a28137a8aa56%22%7](https://teams.microsoft.com/l/meetup-join/19%3ameeting_YWRkNmQ1NWMtN2E0Mi00ZDU4LThmNzMtMDdlODMwMDNkMGMz%40thread.v2/0?context=%7b%22Tid%22%3a%22b4c9f32e-da17-4ded-9c95-ce9da38f25d9%22%2c%22Oid%22%3a%2267db4a27-1865-4ea7-bb20-a28137a8aa56%22%7d) Tap on the link or paste it in a browser to join

QA or the Highway is a one-day, affordable, regional, professional conference featuring real-world experience and thought leadership in the QA and testing industry. This is a ticketed event please register here: https://www.qaorthehwy.com/ Featured Keynote Speakers: **Matthew-Hope Eland** **(Wizard at Leading EDJE)** \- An AI Specialist and Wizard at Leading EDJE who is known to teach software engineering\, AI\, and data science concepts in the most ridiculous ways possible\. Matt has used machine learning to settle debates over whether Die Hard is a Christmas movie\, reinforcement learning to drive the behavior of digital squirrels\, data analytics to suggest improvements to his favorite TV show\, and AI agents to play board games and create an AI agent with the personality of a dog\. Matt is the author of "Data Science in \.NET with Polyglot Notebooks" and "Refactoring with C\#" as well as several LinkedIn Learning courses\. Matt helps organize the Central Ohio \.NET Developer Group\, runs several blogs and a YouTube channel\, has a Master’s of Science in Data Analytics\, and is a current Microsoft MVP in AI and \.NET\. **Tatyana Arbouzova** **(CEO at Innovate QA)** \- Tatyana Arbouzova is an engineering and business leader with a strong background in Quality Engineering across multiple industries\, including Big Tech\, Healthcare\, and Entertainment\. She has held leadership roles at world\-class companies such as Microsoft\, VMware\, Disney\, and The Pokémon Company International\, where she focused on building quality\-driven cultures and scaling teams to deliver high\-impact products\. With decades of experience\, Tatyana has helped organizations transform their quality practices so teams can deliver software efficiently\, confidently\, and with measurable business outcomes\. Today\, Tatyana advises software companies on adopting AI to optimize quality practices and improve how software is delivered at scale\. She is also a passionate community builder and the founder of Innovate QA\, a thriving Seattle\-based community and conference for quality professionals\.

Start your week the right way with Manic Mondays. Giving you an enjoyable Bachata lesson with a push of cool moves. The second hour has Beginner/Intermediate Salsa on 1. You must understand basic Salsa skills to participate. 730pm-830pm Bachata Cool Moves 830pm-930pm Salsa On 1 (Beginner/Intermediate) 15 for One Class 20 for Both Free Parking & Plenty of Dance Space. Viva Dance Columbus 2809 Festival Lane Dublin OH 43017

**The Behavior Gap: Where Products Win or Lose** Teams today have more data than ever, and yet many still struggle to understand why customers adopt, engage with, or abandon their products. Teams sprint, ship faster, and chase more signals… all while metrics stall and confidence drops. The missing piece isn’t more data. It’s often the behavioral insight between the metrics, explaining why the numbers move in the first place. Dashboards can tell you what customers did, but understanding why they did it (and how to influence what they do next) requires a deeper blend of insights. This session is about closing that gap. Drawing from real-world experience designing and scaling products as [ZoCo Design](https://zocodesign.com/)’s CEO, [Lacey](https://www.linkedin.com/in/laceypicazo/) will share how to cut through the noise and identify the insights that actually change behavior—moving people, and moving metrics. You’ll learn: * Why understanding customer behavior is a quant and qual challenge * How to spot the signals that actually predict behavior change * Where AI accelerates insight, and where it creates distraction * How to get meaningfully closer to customers, without adding more tools This talk reframes how to evaluate performance and identify what levers actually improve it, helping your team to make smarter bets with greater confidence. Every meaningful outcome is driven by behavior change. And when you know how to design for behavior, you stop guessing, and start building things that work. **About Our Speaker** [Lacey Picazo](https://www.linkedin.com/in/laceypicazo/) is the Founder and CEO of ZoCo, a healthcare product studio that turns complex, high-stakes ideas into products that drive real-world adoption. She partners with healthcare organizations to uncover critical care delivery insights, focus product strategy through behavior design, and build solutions that patients and providers actually use. 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)

Get ready for a Picnic, this is our social and member appreciation event for the year! Feel free to bring family, but be sure to reach out with the number of attendees, so we can provide food for everyone. There will of course be food, music, games and fun! Event is held rain or shine, we have a covered shelter house reserved for the event. Agenda --- Moderators Kimberly Deal - Columbus Atlassian User Group Leader Kevin Stanley - Columbus Atlassian User Group Leader Greg Sprowls - Columbus Atlassian Community Leader Hosted By Kimberly Deal, Atlassian User Group Leader Kevin Stanley, Chief Everything Greg Sprowls, Agility Lead --- Global Partner Atlassian (http://atlassian.com) Millions of users globally rely on Atlassian products every day for improving software development, project management, collaboration, and code quality. For over a decade, Atlassian customers have come together to network, share ideas, solve problems, and find new ways to use Atlassian products. Today, more than 15,000 people take part in Atlassian community events in more than 30 countries. --- Complete your event RSVP here: https://ace.atlassian.com/events/details/atlassian-columbus-presents-annual-columbus-ace-summer-picnic/.

Topic to be announced. **THANK YOU** *Franklin University* for hosting our meetup! To learn more about *Franklin University*, please visit their website: https://www.franklin.edu/ **DIRECTIONS** Franklin University Fisher Hall 300 E. Main St, Columbus, OH 43215 Map: https://maps.app.goo.gl/jxjBA2hUmS5qrvhq8 Parking is FREE! Please park in Lot C in front of Fisher Hall. See attached map. NOTE: Map the address only. When mapping with Google Maps it may use the Fisher Hall at OSU, which is NOT correct. **Want to sponsor the pizza and/or bar tab?** Please contact me if you would like to sponsor this meetup's pizza and/or bar tab: angelo@mandato.com