Virtualization

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!

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.

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.

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

**join us at a local cafe, to connect with people who are interested and practice journalling. this event is intended to allow people to connect socially over a coffee or desert and discuss all things journalling and make new friends.** **what is jounralling. it is a reflective practice of writing or typing your experiences. this might be used as a tool to organize your life or to process difficult events.** **come join us by signing up**

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...

**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.

**Are Aliens Demons?** But it will be a good one! **VIDEO** [Aliens are Demons](https://youtu.be/xL9XdgkpmuU?list=PLkncBbpy4InqdxPGuvC5P_2ePQI-4Qs79) **Discussion Outline** Why are UFOs and aliens so elusive, hidden and seemingly unprovable? Why is the US government covering up alien visitation? Are aliens extraterrestrial or are they inter-dimensional beings?

**Event posted in other places so number shown below doesn't represent how many people will actually come.** **Saturday 6th June.** Come along **ANYTIME** between 10.30am and 5.30pm. **Only $20**, pay on the day - BUT PLEASE DON'T COME IF YOU OR SOMEONE YOU LIVE WITH FEELS SICK with COVID or FLU! We know how it is … You've read the books and looked up stuff online … and you’re bursting with ideas and questions and you want to talk about it with someone … but … your family won’t understand, your friends won’t take you seriously … and don’t even think about talking to your workmates … That’s why, many years ago, we started Magic Saturdays to provide a safe, comfortable and very pagan space where you can immerse yourself in Witchcraft, Paganism, Magic, Spells, Rituals … everything … nothing is off-limits and there are no stupid questions. Each Saturday, apart from the obvious conversations, we try to do some magic just so you can get a feel for it. The people that come along range from complete beginners to those that have been living the pagan life for some time. It doesn’t matter. Everyone has something to contribute or some just want to soak up the atmosphere. Either way, whether you come for half an hour or the whole day you’ll feel refreshed, empowered and validated … and you may have even met some of our nature spirits. Our shop is also open (it doesn’t cost anything if you just want to come and look at the shop), so remember to top up on your magical supplies while you’re here. We now also have a selection of potted herbs for sale including such magical herbs as Mugwort, Rue and Squill. Tarot readings are also available. When: Saturday, 6th June … Time: … anytime between 10.30am & 6.00pm Where: 130 Boronia Rd., Vermont, Melbourne, 3133 Cost: $20 03 9873 3736 (please note this event is also posted on our website so the number of people attending shown here does not reflect the number of people that will turn up) **Email:** esoteric666@optusnet.com.au **Website:** [https://esotericbookshop.org](https://esotericbookshop.org/) **How to find us:** https://esotericbookshop.org/contact-us/

Come for a coffee or lunch and settle in for a meaningful conversation on "Oneness", exploring the oneness of humanity. We start our exploration using short selections from the Bahá’í teachings and other inspirational sources. The aim is to uplift, inspire and motivate; the conversation will benefit from all participants’ viewpoints. Community members of all ages, backgrounds, and beliefs are invited to contribute to elevated conversations, inquiry, consultation and learning. As we grow together and learn from one another we hope to build new connections, bridges of unity and respect for all humanity.

Join us for the Twenty-second Page! Theme: **bookshop or library setting** This month we're celebrating books about bookish places. Choose a book where the setting is as much a character has the people wandering through it. Feel free to bring along any discussion questions you can think of or theme suggestions. Happy reading :) See you there!

You are invited to join us at our Free Pranic Healing Clinic for wellbeing on Saturday 6th June between 10am - 1pm, at Calma Spa & Skin Clinic, Armadale. The treatment is designed to support your wellbeing by increasing relaxation, reducing stress and to experience the benefits of Pranic Healing, a non touch energy treatment. Benefits may include: · Reduction / removal of aches and pains · Reduction of stress and anxiety · Increased happiness Connect with like-minded individuals who share a passion for health, well-being, and using the power of energy to improve your life. Through healing and techniques you can balance and restore your energy, which may result in improved overall well-being. Pop in any time throughout the clinic time for a free mini treatment. Don't miss this opportunity to explore the fascinating world of energy healing with us! For more details visit: [www.phwn.com.au](www.phwn.com.au) Inquiries welcome, email: info@phwn.com.au

**💗 Tampa Virtual Speed Dating — Hosted on Zoom** Meet Tampa singles from home in short, hosted one-on-one rounds on Zoom. We match by age and personality. **Pick your age group and register:** - **Ages 18-32** → [REGISTER HERE](https://tempodating.com/product?productId=531.0&productType=onlineSpeedDating&city=Tampa&groupurlname=find-authentic-connections-through-group-outings&ar=18-32&face_v=2.0) - **Ages 30-46** → [REGISTER HERE](https://tempodating.com/product?productId=531.0&productType=onlineSpeedDating&city=Tampa&groupurlname=find-authentic-connections-through-group-outings&ar=30-46&face_v=2.0) - **Ages 40-58** → [REGISTER HERE](https://tempodating.com/product?productId=531.0&productType=onlineSpeedDating&city=Tampa&groupurlname=find-authentic-connections-through-group-outings&ar=40-58&face_v=2.0) - **Ages 55+** → [REGISTER HERE](https://tempodating.com/product?productId=531.0&productType=onlineSpeedDating&city=Tampa&groupurlname=find-authentic-connections-through-group-outings&ar=55+&face_v=2.0) **⚠️ Important: RSVP ≠ registration.** To join, pick your age group below and complete the quiz. Capacity is limited. --- **How It Works** 1. **Register** – Pick your age group above and sign up. 2. **Take the quiz** – Short personality quiz so we can match you well. 3. **Join on Zoom** – Your host will guide you through every round. 4. **Get matches** – Mutual matches sent after the event. --- ✨ Sign up, take the quiz, and meet Tampa singles tonight. 💕 ✨

We are recruiting new group leaders for virtual men's groups! Our primary groups are outdoor movement groups, but we are launching virtual groups for the state of Ohio and beyond and the groups will move outside in the spring, creating room for men's groups, women's groups and coed groups all over the country. Read below to learn about our groups and click the links at the bottom to apply. ### **What is an Outdoor Empowerment Group?** Our Outdoor Movement & Community Empowerment Groups are simple, guided experiences designed to help people reconnect with nature, themselves, and others. We combine some form of movement (hike, walk, run, bike, yoga, workout) and meaningful conversation within a simple community circle to create a space where individuals can support each other while prioritizing mental and physical well-being. Whether you’re seeking stress relief, personal growth, or community, our groups offer everyone a unique and welcoming environment. ## **Why Join?** * **Improve Mental & Physical Well-Being** – Movement, nature, and supportive conversations reduce stress and promote balance. * **Feel Less Alone** – Build genuine connections with like-minded people in a safe, welcoming space. * **Gain Clarity & Perspective** – Step outside daily routines and into a space designed for personal growth and reflection. ## **The Ideal Group Leader** The ideal group leader * Has a born-in passion for mental health, movement, connecting with nature and building community. * Has 5 extra hours per week to dedicate to a meaningful cause for at least one year. Yes, you can leave any organization at any time and we can also ask you to leave, but we are building with legacy in mind and we need people who can commit and be ALL IN on this mission to build with us. * Is independently financially stable with the ability to volunteer with no expectation of pay. This is a deeply beautiful journey of service that all participants commit to at Speak Your Mind. * An ability to manage groups with high emotional intelligence and desire for human connection. * An ability to self-motivate and market/promote their group on Facebook and other social platforms. * Nature informed therapy or clinical therapists/psychologists a plus. ## **Our Impact**  Since launching, we have helped thousands find support, connection, and healing through our Outdoor Movement Groups. 100% of participants surveyed have reported: * A noticeable improvement in mental clarity and emotional well-being. * An increase in social connection and a sense of belonging. * Said they would return again. We believe mental health should be accessible, community-driven, and rooted in nature. Join us and take the first step toward a more connected, grounded, and supported version of yourself. ### **Why Our Groups are Donation-Based** Our Outdoor Movement Groups are made possible through a donation-based model. This approach allows us to keep our events accessible to everyone, regardless of financial circumstances, while also ensuring that we can continue expanding our reach. It’s a great way to pay it forward and support the growth of this beautiful mission! Every contribution helps us: * **Cover Essential Costs** – Donations allow us to pay essential legal, marketing, insurance, and admin costs as well as nourish the important people who run the organization. * **Grow Our Mission** – With your support, we can bring these healing experiences to thousands more people in the future and execute our long term plan to expand across the USA, affecting up to 500,000 people per year. By choosing to contribute, you’re not just leading an event—you’re helping build a mental health movement that supports long-term well-being and connection for all during a severe mental health epidemic. ## **Come Join Us!** We’d love to have you be part of this growing community of people prioritizing their mental health, movement, and connection. 🔹 **Visit Our Website to Learn More:** https://speakyourmind.men/joinusoutside 🔹 **Apply Here to Lead Your Own Group!** – https://form.jotform.com/taketimespeakyourmind/sym-group-leader-application 🔹 **Support the mission**: If you resonate with the mission and want to support, feel free to join a group before applying or donate to help us reach our goals to help more people! You can donate here: https://secure.givelively.org/donate/angels-for-angels/speak-your-mind Please text Mario with any questions: (808) 855-8831

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

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

Rev. Steven Clevenger is an ordained spiritualist minister with over 40 years experience as a Spiritual Healer, Clairvoyant and Spiritual Teacher, educated and trained at the White Lily Chapel. Rev. Siobhan Wolf Shaffer is an ordained spiritualist minister and certified medium and healer with over 20 years experience. She began her development in 1988 in Pennsylvania and continued when she moved to Ohio in 1998 where she studied at Rays of Lights Church with Rev. Steven Clevenger. Our full worship services consist of an inspirational lecture, healing meditation, and messages from the spirit world that serve to demonstrate evidence of eternal life. Please visit our Official Church Website (http://raysoflightchurch.com) for more information.

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!

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!