Data Management

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.

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

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!

Your new Thursday Bachata spot! 4 dance classes then Bachata social! **BACHATA VIBES THURSDAYS** **Weekly Bachata Social + 4 Classes** 📍 **79–81 Fitzroy St, St Kilda** **Your Thursdays just got dangerous.** **Bachata Vibes Thursdays** is your new weekly escape — a place where music drips, bodies move, and connections spark. **A brand-new weekly Bachata experience combining quality classes, social dancing, and an incredible atmosphere in a beautiful, modern venue unlike anything else in the dance scene.** Whether you're a complete beginner or a seasoned dancer, our doors are open to everyone looking to further their learning, have a good time & make friends. New to Bachata? Addicted already? Either way, come for the classes… **stay for the vibes.** **For the month of June we will start the night with Salsa classes from 7pm followed by Bachata classes at 8pm.** Our intention is to provide a different dance class or style or specialised workshop for the 7pm slot each month, eg Zouk, Dominican Bachata, shines, Ladies' styling etc. Our lineup of four dynamic dance classes are tailored to different skill levels, allowing you to progress at your own pace and expand your dance repertoire. **CLASS SCHEDULE** **7:00pm – Salsa Beginners & improvers** You'll learn the basic steps and essentials to get you social dancing. **7:00pm – Salsa Intermediate** Learn essential moves, their variations, combos and turn patterns. **8:00pm – Bachata Beginners & improvers** Learn the basics and ease into the night with confidence. Our aim is to have you social dancing when the party starts straight after class. **8:00pm – Social moves & Combos (Level 2)** Perfect for those with **2 months to 2 years** of experience, covering essential moves and popular combinations. **9:00pm – 12:00am BACHATA SOCIAL** As the lights dim, the party begins. **Ducey Love & guests** playing their favourite Bachata tracks. Expect nothing but current bangers. 3 Bachata to 1 Salsa Last 30 mins of the night we slow it down and play all slow sensual Bachata. ### DOOR PRICES Winter prices • **1 class + social:** $20 • **2 classes + social:** $35 • **Social only:** $15 Look out for early bird discounts online and either get in touch with us or have a chat to us at the front desk about uni student discounts and loyalty card discounts! Help us make Thursdays your favourite night of the week at **BACHATA VIBES THURSDAYS!** 💃✨ ### ⚠️ COMMUNITY SAFETY NOTICE Our events are built on **respect, consent, and care for our community** — especially the safety and comfort of women on and off the dancefloor. If you are on the **Obsesión banned list**, this ban **automatically applies to all related events**, including **Latin Obsession, Bachata Obsesión,** **Bachata Vibes, Latin Vibes, Albion Fridays, and all collaborative events**. This policy exists to ensure a **safe, welcoming environment** where dancers can learn, connect, and enjoy themselves without pressure, discomfort, or fear. Harassment, boundary violations, predatory behaviour, or repeated disregard for consent will **not be tolerated**. We believe great dance scenes are built on **trust, accountability, and mutual respect**. By attending our events, you agree to uphold these values and contribute to a space where everyone — particularly women and marginalised dancers — can feel safe, supported, and empowered. Thank you for helping us protect and strengthen our community. 💜

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.

* New students can claim 25% off with code **DANCE25** This beginner-friendly **Bachata Ladies Styling & Fundamentals** class is designed to help you learn the beautiful, fluid movements of Bachata—all in a welcoming, empowering space. What to Expect * **Footwork & Posture:** Learn the foundational steps and body isolations unique to bachata. * **Body Isolations & Waves:** Learn how to move your chest, ribs, and hips smoothly and naturally. * **The Art of Adornos:** Discover how to naturally integrate graceful arm movements and body lines. * **Beginner Friendly:** No partner required and no previous dance experience necessary! ✨ What to Bring: * **Comfortable Clothing:** Wear something that allows you to move freely and feel good. * **Dance Shoes:** Sneakers, trainers or low-heeled dance shoes are recommended. If you don't have them yet, smooth-soled flats or socks work perfectly! * **Water Bottle:** Stay hydrated while you dance. Booking: https://savvystudio.au/bachakamp * New students can claim 25% off with code **DANCE25**

EVERY FRIDAY! FREE dance classes & social dancing and Reggaeton every week with Obsesión Latina - Salsa & Bachata & OYE Latino at The Albion Rooftop - South Melbourne! Main room: 6:45pm Doors open. Come in for a drink! 7:00pm 2 levels of Salsa classes 8:00pm 2 levels of Bachata classes 9:00pm Non-stop Bachata & Salsa 11:00pm Reggaeton all night! Rooftop: 11:00pm After the Bachata & Salsa in the main room, we can head upstairs to the rooftop for some more Bachata & Salsa until late. FREE entry all night every Friday! Book your class spots to helps us manage the class ratios and also because we may need to start capping numbers as we sometimes have over 140 students! First-timers welcome! No need to bring a partner, but the more the merrier! Dress as you would usually going to a bar or club. Guys smart casual, no trackies! It's a free event. Please support the venue by buying a drink! You can support us by following our Instagram, Facebook, TikTok, or Eventbrite **Obsesión Latina - Salsa & Bachata** https://www.eventbrite.com.au/e/free-salsa-bachata-classes-social-every-friday-in-south-melbourne-tickets-1978557074471?aff=oddtdtcreator

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

We will meet at the starting point and take a round trip within Studley Park. Please feel free to BYO a coffee or grab a coffee from Studley Park Boathouse cafe at the start. Dress for comfort and outdoor walking. Come along & simply say, "Hi, it's my first time joining the group event." or ask the organiser to introduce you. You can take it slow and start from there. If you enjoyed the conversation, you're welcome to continue on afterwards. **\-\-\- Running Late \-\-\-** If you are running late, please message at least 30 mins in advance. We will wait up to 15 mins before heading off. We won't be able to keep track of messages once we start. **\-\-\- RSVP / Change of Plan \-\-\-** Change of plan or decide not to attend is absolutely okay. Please do update your RSVP to "NO", so others can have the opportunity to attend. **\-\-\- Intro \-\-\-** Kudos 2 Friends is a Melbourne based community created for individuals who are looking to expand their social circle and form long term friendship overtime. Join us on a fun journey as we explore cafes, restaurants and bars, including drinks, meals, outings, hiking, sporting, chilling, etc. Above all, we’d like to celebrate the importance of friendships. So if you are looking to expand your social circle and explore new adventures and venues in Melbourne, come join us! **— Download “Heylo" App > Google Store & Apple App Store —** We use Heylo App for more fluid communication, including ideas, interest groups, questions etc. Please download the Heylo app from the App store and let the organizer know if you would like to be added to the Heylo Group at the event. We will send an invite to attendees to the group. (give us some time) **\-\-\- Instagram \-\-\-** Follow us on Instagram @kudos2friends **\-\-\- Rules \-\-\-** Admin will only add members to the group with a clear profile picture. (No hidden behind sunglasses, masks, drawings) **You might be removed from the group in the case of…** * no show * without a clear profile picture * anti-social behaviour (i.e. acts rude / disrespectful regularly) * taking advantage of individuals for personal gain(s) **\-\-\- Privacy \-\-\-** Do not disclose your contact number in this post comment. We will delete your comment/info as soon as we see it to protect your privacy.

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

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

Couldn't make Knowledge? Or want to debrief the dancing robots or Autonomous Workforce? Join us for a Knowledge '26 recap, insights sharing, a couple rounds of golf, and fun at Topgolf. As always, drinks and food will be provided. More details to come — mark your calendar, RSVP, and save your spot today!

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

We are bringing Microsoft Build sessions to Columbus Ohio! The Central Ohio Azure Meetup and Central Ohio .NET Developer's Group (CONDG) are coming together to bring some of the labs and breakouts from Microsoft Build to your backyard. In this free, 1 day event, you are going to Build stuff with us! And yes, there will be free food. So please RSVP for a head count!

Click Here For More Videos: https://www.facebook.com/share/r/17bwkttXhV/ *********************************** Salsamante Dance Academy will be at Swerve Every Tuesday Night to share the Rhythm & Energy of Bachata & Salsa. These are Beginner Level lessons to get you comfortable and understand the two dances. Spread the Good News to all. Swerve Dance & Fitness Complex 640 Lakeview Plaza Blvd A, Worthington, OH 43085 Bachata 7pm-8pm Salsa 8pm-9pm $15 - One Lesson $20 - Both Lessons

## 🤝 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. ###