Risk Governance and Compliance

**Topic: Engineering AI Agentic Systems: Decisions, Tradeoffs, and Production Reality** Agenda: 6:00 PM – Networking and refreshments 6:30 PM – Presentation commences 7:15 PM – Q&A 7:30 PM – Networking and refreshments 8:00 PM – Event concludes **Abstract:** Everyone can get an agent working in a weekend. Shipping one to production is a different problem. This talk is a systems engineering lens on agentic AI, starting from the moment a single LLM call becomes a decision loop through the architectural tradeoffs that determine whether it survives contact with reality. We'll cover the control spectrum between deterministic workflows and autonomous agent loops, multi-agent coordination, state management, and what a real control plane looks like beyond rate limiting and logging.We'll also cover the failure modes that don't appear in demos: runaway costs, missing stopping conditions, and observability gaps. You'll leave with a framework that treats human-in-the-loop design, model selection, and control plane engineering as first-class architectural decisions, because agentic systems are not prompt engineering problems. They are systems engineering problems.

Speaking in public is not easy for most people, nor is running a workshop, writing a speech, thinking on your feet, or even speaking up amongst friends. At POWERtalk you will learn how to gain the confidence to step up to speak up. We've seen it many times over. We help you with simple techniques to look confident as a speaker even when you feel like crumbling. **You'll be giving presentations before you know it and loving it!!!** **\>\>\>** We believe there is no one-size-fits-all when it comes to growing as a person and can tailor a plan to help you grow as an individual. **<<<** **Join us at a meeting soon to learn how to build your confidence as a speaker, effectively communicate, get creative, and have lots of fun doing so.** \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- POWERtalk Australia is a not-for-profit organisation training in public speaking and leadership skills. Guests are free of charge for the first 3 meetings. Full membership is surprisingly very affordable. Please ask if you would like more information or become a member. We look forward to meeting you for a night of POWERtalk (1st and 3rd Wednesday of every month) *PS. If you have symptoms of cough, runny nose, fever or are unwell, we wish you a speedy recovery and please ask that you stay away until you are well again. Thanks :)* Come along and enjoy the fun. We look forward to meeting you.

Join us for a relaxed LinkedIn networking walk — a casual way to connect with others in a friendly way. This event is only open to people who have an active LinkedIn account. Whether you're working, studying, running a business, or figuring things out, you're welcome here. It's a great opportunity to grow your LinkedIn network and meet like-minded people. We ask that everyone comes with the intention to build genuine connections — not to pitch or sell. Please remember to RSVP to this event if you wish to attend. **Please note:** We won’t accept RSVPs from individuals who have previously breached our group guidelines. **Meeting Point:** Let's meet infront of Timeout at Fed Square at 7 PM. We will be at the meeting point till 7:10 PM before walking. We will finish the walk around 8:30 PM at Fed Square. Please don't be late. Map: [https://maps.app.goo.gl/CnfUeKQ4XQZwkbrb8](https://maps.app.goo.gl/CnfUeKQ4XQZwkbrb8) **Total Walking Distance:** 4km, Easy, mostly flat Cost: FREE Please follow me on LinkedIn for updates: [https://www.linkedin.com/in/cheolsu](https://www.linkedin.com/in/cheolsu) Explore Melbourne is the largest meetup group in Australia with more than 43,000 members. We know these group rules won’t suit everybody, and that’s okay—there are many other groups where you might feel more at home. To keep things safe, fun, and positive, we have 8 simple rules for people attending our events. Over the past 9 years, we’ve removed 342 people (around 0.8%) for breaking them—so please read carefully! ❌ Not a dating group! – We’re here to make connections, not find soulmates. 📵 No phone numbers, please! – Feel free to swap LinkedIn if both parties are cool with it, but please don’t share or ask for phone numbers. Please don’t add people to WhatsApp or other groups. 🔞 Our events are only open to people aged 18 and older. 📢 Please do not advertise other events or groups. 🚗 We don't allow carpooling due to safety incidents/our public liability insurance not covering motor related accidents. 💰 **No sales pitches! – No selling, no MLMs, no pyramid schemes, no “life-changing mentorship” offers—let’s keep things scam-free.** By joining an event, you agree to follow these rules. Breaking them means removal from all our groups—no exceptions. Thank you! **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. By joining this event, you agree to the liability waiver mentioned here: [https://exploremelbourne.au/explore-melbourne-liability-waiver/](https://exploremelbourne.au/explore-melbourne-liability-waiver/ "https://exploremelbourne.au/explore-melbourne-liability-waiver/")

Join us for the next **Men Unplugged** dinner. A monthly catch-up for separated dads who want to connect, reflect, and just be themselves. Whether you're navigating the early days of separation or further along the journey, this is a relaxed space to meet other men who get what you're going through. No pressure, no expectations. Just real conversation, good food, and the chance to connect with other guys who understand the ups and downs of fatherhood after separation. Each dinner has a theme to guide the conversation—but sharing is completely optional. You can talk, listen, or just enjoy the company. **Spots are limited to 15 men**, so booking is essential. **📅 Date:** Tuesday, 21st of April 2026 **🕢 Time:** 7:30 PM – 9:30 PM **📍 Location:** Hardimans Hotel, 521 Macaulay Rd, Kensington VIC **🎟️ Cost:** Pay as you go: Steak, chicken parma, burger or pizza ($20-25). Drinks at bar prices. There is ample free parking in the area. Getting there with public transport: Getting There by Train: Take the Craigieburn Line and get off at Kensington Station. From there, it’s a short 3-minute walk to Hardimans Hotel.

Join us for weekly beginner swing dancing class every Tuesday! Casual classes, no courses, no previous experience required, all welcome, with or without a partner! **Level 1 – Beginners \| 6\.45 – 7\.45pm every Tuesday** Teachers: Jason and Mia The perfect way to get started. This class is for those new to dancing or new to swing dancing. We go over the basics every lesson and add new moves every week so you can start any time that suits you. This is a drop-in class, so you don’t need to book in advance. Come along any week, pay at the door, and we’ll get you dancing. **Tango Esencia, 327 Swan St, Richmond** $20 for 1 class, Cashless payment preferred Learn more here: [https://swingpatrol.com/melbourne/class/richmond/](https://swingpatrol.com/melbourne/class/richmond/)

Event Organizers Wanted for this group. Let us know what it is you wish to Organize from time to time. RSVP yes for this meetup or contact the groups Organizer.

Join us this month for a panel with PMs who have experience shipping and working daily with Ai. Bring your stories and questions as there will be plenty of time for Q&A. **Our Panel** * [Daragh Kan](https://www.linkedin.com/in/daraghkan/) \- Head of Product at Cuttable * [Dave Slutzkin ](https://www.linkedin.com/in/daveslutzkin/)\- Co\-founder and CEO at Cadence * [Melissa Cupples](https://www.linkedin.com/in/mcupples/) \- Head of Product \(AI & Automation\) Doors 6pm Start 630pm Thanks to our fabulous hosts for our location **InvestorHub.** [InvestorHub](https://www.linkedin.com/company/invhub/) is a Melbourne-based scale-up with the mission to make being listed a superpower. Our software allows listed companies in Australia and the UK to manage their end-to-end investor relationships, from their investor-facing website, a detailed investor CRM, analytics, and more. We're [hiring](https://investorhub.pinpointhq.com/) for Product Managers, Product Designers, Engineers and more right now! If you're interested in co-sponsorship please let us know. Some beverages will be provided but right now it's BYO food.

Hosted by WinkMe Asia Join us for a relaxed and engaging evening designed for singles who share a love for Asian cuisine and meaningful connections. This is not a loud party or awkward speed dating session — it’s a thoughtfully curated social night where great food and natural conversations come together. Agenda for the Evening 6:45 PM – Arrival & Welcome Mingling Guests arrive, grab a drink, and casually mingle. Our hosts will help break the ice and introduce you to others. 7:00 PM – Shared Dining Experience We’ll enjoy a curated Asian dining experience together. Sharing food makes conversations flow naturally and keeps the atmosphere warm and relaxed. 8:00 PM – Guided Connection Rounds Lightly structured rotations or small group conversations to help everyone meet more people without pressure. 9:00 PM – Open Social Time Stay, chat, exchange contacts, and continue conversations with those you connected with. ✨ What to Expect • A welcoming, friendly crowd of singles • Balanced male–female ratio (where possible) • Relaxed atmosphere — no pressure, no games • Quality conversations over great Asian food • Hosts who ensure no one feels left out • A mix of professionals and like-minded individuals Whether you’re new to dating events or simply looking to expand your circle, this evening is about connection, community, and enjoying the experience. Come hungry — for good food and good company. Cost Dinner is estimated at around +$50 per person (food only). Drinks are not included — guests may purchase their own drinks directly at the venue. We keep things simple and transparent for everyone .

Thanks again to MinterEllison, who host the amazing space we meet in each month. **Session Details:** * **Date & Time:** 6:00pm AEDST, Fourth Wednesday of each month * **Format:** Virtual session on Teams * **Agenda:** * 6-6:30 pm networking * 6:30-7:45pm exploration of the topic * 7:45-8pm wrap up * 8pm dinner for those interested. KMLF has run monthly, almost uninterrupted since 1998, serving the Victorian Knowledge Management community with close ties to Change Mgt, Records Mgt, Information Governance and Academic communities.

**\*\* NEW VENUE \*\*** Room 080.02.002 at RMIT (Building 80) - 445 Swanston St, Melbourne **\*\* NEW VENUE \*\*** [Discord Event Info](https://discord.com/events/1347056412529791047/1477841544907325591) **Practical TLS Exploitation** - **Leo (@flerm_)** In this talk, I'll break down a well known TLS attack with a live demo, walking through how it works under the hood, the exact technical conditions it needs to succeed, and how to quickly assess whether a TLS finding is an academic curiosity or a real risk worth exploring. **Pwning Redis with Really Dumb Bugs** - **joseph** **(skateboarding dog)** At the end of 2025, members of skateboarding dog participated in the zeroday.cloud 0-day competition, successfully targeting post-auth Redis, a popular database software. In this talk we discuss the discovery and exploitation of several of the bugs we found that lead to remote code execution. **Streaming** If you can't attend the event in person the talks will be streamed in the "ruxmon-stream" voice channel in the Ruxcon Discord in the day of the event! (join now by clicking here: [https://discord.gg/g2CpEbkXmM](https://discord.gg/g2CpEbkXmM)

* **Topic:** Journey to Open Lakehouse * **Date:** Thursday 23rd April 2026 at 6.00 pm - 8.00 pm * **Networking:** 6 pm - 6.30 pm and 7.20 - 8 pm * **Presentation Time**: 6.30 pm - 7.20 pm *(includes welcome, presentation 30 mins & community marketplace)* * **Location:** Thoughtworks HQ Level 35/360 Collins St, Melbourne VIC 3000 * **Ticket:** Free of cost, however, registrations and RSVP are required! * **Sponsor:** Thoughtworks **Journey to Open LakeHouse** This session explores the practical realities of migrating to an Apache Iceberg lakehouse to reduce analytics costs and minimise vendor lock-in. We’ll cover architecture choices, migration pitfalls, operational lessons, and the measurable outcomes of adopting open table formats. Ideal for data engineers, platform teams, and architects evaluating the next evolution of their data stack. **About The Speaker** Karel Alfonso is a Software Engineer with experience working with reputable organisations, including Block and Thoughtworks. He studied in Havana before moving to Australia around twenty years ago, where he has built a strong track record in software delivery, distributed systems, data platform engineering, real-time streaming, and technical leadership. Karel is known for his collaborative, friendly approach and is highly regarded within the data engineering community. He has presented at FlinkForward Seattle 2023, Programmable 2023, 2024 and other community meetups. We’re excited to bring the Data Engineering Melbourne Meetup group together for an evening with Karel and his insights!

Join other experienced and aspiring agile coaches and professionals to: * develop and practice your coaching skills in a peer-to-peer environment * share current successes and challenges in your work environment and get support from each other * learn from each other, build better relationships and experiment with new ideas ***NOTE:*** Pre-registration is required for this event. **Please arrive 10 minutes early** to check in at the security desk.

Christians in Tech is a community at the intersection of faith and technology. Our meetups are designed to spark meaningful conversations, promote knowledge sharing, and encourage growth—both in your career and your spiritual walk with God. Whether you're an experienced professional or just starting your tech journey, CIT welcomes you. Our Website [https://linktr.ee/citcbus](https://linktr.ee/citcbus) Sponsors and Partners * Improving (Venue Sponsor) * Bethel World Prayer Center (Fiscal Sponsor) * Fruits & Roots (Coffee Partner)

A WiA Collective Wisdom Exchange At the start of this year, we gathered to look back, set intentions, and imagine the next chapter. This is the follow-up. Not a check-in. Not a progress report. A small, facilitated circle to reconnect with what you said mattered — and honestly explore what’s actually happening now. Together, we’ll explore: • What you intended at the start of this year - and what that looks like three months in • What’s surprised you, supported you, or shifted • What the next chapter needs now that you know what you know If you were at our January gathering, bring whatever you made or wrote — your word, your artifact, your intention. We’ll look at it with fresh eyes. If this is your first time, you belong here too. You’ll start where we all started: with what’s true right now. Optional art materials will be available for anyone who wants to reflect creatively alongside conversation. If you brought something home from January, you’re warmly invited to bring it back. The intention is the same as always: everyone leaves feeling more clear, more connected, and a little lighter. Space is intentionally limited to keep the experience intimate. What to Expect • A small, welcoming circle (not a large meetup) • Structured conversation so everyone has space to speak • Reflection, listening, and lived experience — not advice-giving • Optional creative reflection alongside conversation • A calm, supportive environment Who This Is For Women and underrepresented folks working in or around agile, product, technology, leadership, or organizational change — especially those looking for honest conversation and community beyond frameworks and buzzwords. Good to Know • No preparation required • If you attended in January, we invite you to bring anything you created or wrote (or something that represents your intention at the start of the year) - it’s optional but invited • Participation is invitational; listening is always welcome • Creative activities are optional

Do you want more motivation and confidence to build Lasting Relationships? This is a free, in-person meeting on the subject of betrayals, losses and how to get over them so you can build lasting relationships. Are you burdened by a stressful relationship? Unhealthy relationships can trigger feelings of anger, despair or self-doubt. They can create dwindling spirals of fights and seeking to make-up, or trying to “pin the blame” on someone or something. If you don’t find the RIGHT reasons, or select the correct sources of the problem, the problem can just get worse and worse. Whether in love or personal ties, with friends or at work, our life really IS affected by the quality of our relationships. Good ones can promote pleasure and survival, while less optimum ones can lead to annoyance, anger, self-doubt, stress, or even affect our health and ability to survive well. Whether you are suffering from a divorce, or a painful break-up, don’t know who to trust (or who to CHOOSE) as a partner, friend, boss or employee - the anxiety of relationship troubles can really make a mess of things. Maybe you’ve suffered a betrayal, or are dealing with hostility or criticalness or invalidation. Dwindling relationships can involve destructive behavior, where we hurt those we love, or start succumbing to self-destructive thoughts, attitudes or behaviors that spiral out of control and affect much more than our immediate relationship. Past losses in love or life can affect how we act or react to new people and situations and hold us back from even starting to create new, possibly great relationships! How can one get back onto a saner course of action? Come to our Meetup, where we can introduce you to some of the knowledge, tools and techniques of the breakthroughs in the field of the mind that we can apply to this ever important area of life: human relationships! Break free from self imposed limitations Here we will discuss: • How to “erase” the trauma of past hurts and betrayals so that one isn’t always repeating past mistakes. • Why and how do the negative emotions of others affect you? • Why is my partner withdrawing and what can I do about it? • Why do we sometimes feel compelled to hurt the ones we love? • Fights & arguments - what's really behind them? • What underlies “corrosive criticism” or the need to invalidate self or others? • How one can stably change one’s outlook on life so they can affect positive change? • Where do compulsive destructive behaviors come from and what can be done about them? • How to form closer bonds & keep growing the relationships with the people you care about? • How to enhance one’s own ability to survive and create positive healthy relationships whether in love, family & friendships or in work, business or one’s career? Relationships can be hard and life itself IS challenging. Why not arm yourself with the knowledge and breakthroughs that have been made about the mind, mental reactions & interpersonal relationships, so that one has better awareness and control over themselves and life in general. Learn where painful experiences are “stored” and how they can unknowingly affect us. You will also find out how one can “erase” those past painful experiences so that one is free to move forward without being tripped up by the past. Learn too, about what can lead some people to become “toxic” personalities and how to identify those traits in others so you won’t be tripped up trusting the wrong person. Our free Meet-ups occur in a safe environment where one can learn, without fear of judgment or criticism, and without the recommendation of harmful mental techniques or therapies, just how YOU can get yourself onto a happier & more successful path: in love & in life. Be sure to click on the red "Attend" button below to come to this local event. We look forward to seeing you there. This class is held at the Dianetics and Scientology Life Improvement Center.

AI is changing how art is made. But when does it stop being your work and start being the machine’s? This month we're going to be doing a panel with with digital image, music, and written word artists, talking about at what point, while using AI in the creation process, does the work become not the artist creation? We encourage audience participation during this event that will be moderated by Chris Slee. Whether you’re deep in the field or just getting curious, come connect with others building and exploring AI in Columbus. Sponsored by [Transform Labs](https://www.transformlabs.com/services) Sign up also accessible via [Transform Labs Luma](https://luma.com/55umjqta)

Join us for this free, in person meeting on the subject of betrayals, losses and how to get over them so you can build lasting relationships. Do you want more motivation and confidence to build lasting relationships? Are you burdened by a stressful relationship? Unhealthy relationships can trigger feelings of anger, despair or self-doubt. They can create dwindling spirals of fights and seeking to make-up, or trying to “pin the blame” on someone or something. If you don’t find the RIGHT reasons, or select the correct sources of the problem, the problem can just get worse and worse. Whether in love or personal ties, with friends or at work, our life really IS affected by the quality of our relationships. Good ones can promote pleasure and survival, while less optimum ones can lead to annoyance, anger, self-doubt, stress, or even affect our health and ability to survive well. Whether you are suffering from a divorce, or a painful break-up, don’t know who to trust (or who to CHOOSE) as a partner, friend, boss or employee - the anxiety of relationship troubles can really make a mess of things. Maybe you’ve suffered a betrayal, or are dealing with hostility or criticalness or invalidation. Dwindling relationships can involve destructive behavior, where we hurt those we love, or start succumbing to self-destructive thoughts, attitudes or behaviors that spiral out of control and affect much more than our immediate relationship. Past losses in love or life can affect how we act or react to new people and situations and hold us back from even starting to create new, possibly great relationships! How can one get back onto a saner course of action? Come to our Meetup, where we can introduce you to some of the knowledge, tools and techniques of the breakthroughs in the field of the mind that we can apply to this ever important area of life: human relationships! Break free from self imposed limitations Here we will discuss: • How to “erase” the trauma of past hurts and betrayals so that one isn’t always repeating past mistakes. • Why and how do the negative emotions of others affect you? • Why is my partner withdrawing and what can I do about it? • Why do we sometimes feel compelled to hurt the ones we love? • Fights & arguments - what's really behind them? • What underlies “corrosive criticism” or the need to invalidate self or others? • How one can stably change one’s outlook on life so they can affect positive change? • Where do compulsive destructive behaviors come from and what can be done about them? • How to form closer bonds & keep growing the relationships with the people you care about? • How to enhance one’s own ability to survive and create positive healthy relationships whether in love, family & friendships or in work, business or one’s career? Relationships can be hard and life itself IS challenging. Why not arm yourself with the knowledge and breakthroughs that have been made about the mind, mental reactions & interpersonal relationships, so that one has better awareness and control over themselves and life in general. Learn where painful experiences are “stored” and how they can unknowingly affect us. You will also find out how one can “erase” those past painful experiences so that one is free to move forward without being tripped up by the past. Learn too, about what can lead some people to become “toxic” personalities and how to identify those traits in others so you won’t be tripped up trusting the wrong person. Our free Meet-ups occur in a safe environment where one can learn, without fear of judgment or criticism, and without the recommendation of harmful mental techniques or therapies, just how YOU can get yourself onto a happier & more successful path: in love & in life. We look forward to having you join us! This class is held at the Dianetics and Scientology Life Improvement Center of Central Ohio.

**Important time note:** Please plan on arriving between 5:30 and 6:00 as the elevators lock after 6 and you'll need to message us and we'll need to come get you. The building address is 4450 Bridge Park The entrance is 6620 Mooney St, Suite 400 You will need to scan your ID at the door to get a visitor badge. **Abstract** GitHub Copilot is powerful, but what if you could scale from a solo AI assistant to an entire team of specialized agents working in parallel? This session introduces Squad: an open-source framework for multi-agent orchestration that lets you define teams of AI agents with specific roles, responsibilities, and expertise. We'll progress from Copilot basics to the Copilot CLI, explore how Agents add autonomy, and see how Instructions and Skills let you customize agent behavior. Then, the climax: a live demo where a Squad team of 3 agents (Lead, Developer, Tester) stands up and builds a working application in real-time, showcasing true multi-agent collaboration. Whether you're new to AI or exploring how to scale your use of Copilot, this session will show you what's possible when agents work as a team. **YouTube Link** TBD