Healthcare Cybersecurity

**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.

The MLAI Meetup is a community for AI researchers and professionals which hosts monthly talks on exciting research. Our format is: * 6:00 - 6:20: Socializing * 6:20 - 6:40: Announcements and AI news * 6:40 - 7:40: Talk(s) and Q&A * 7:40 - 8:00 Networking * 8:00: Head to the nearest pub for dinner Joint event with the Statistical Society of Australia! **Felicia Bongiovanni: "Inferring Time of Infection Based on Antibody Data Through a Hierarchical Bayesian Framework"** **Abstract:** Time-since-event prediction is a powerful tool to reconstruct histories of an event. It is commonly used in biomedicine to predict the beginning of tumor growth, to predict how long ago someone was infected with a disease, and even to predict the time since death for criminal investigations. Inference through Bayesian statistics and mathematical modelling can allow for time-since-event prediction and provide insight into the mechanisms driving an event. Machine learning is also used for time-since-event prediction but lacks the mechanistic insight Bayesian inference can provide. However, Bayesian inference, especially through Markov Chain Monte Carlo methods, can be computationally expensive and time-consuming. In this talk, I describe a method for combining Bayesian inference with machine learning to improve computational efficiency while also maintaining mechanistic insight. This is demonstrated through the case study of estimating time-since-infection using antibody data. **Speaker bio:** Felicia is a PhD candidate at The Walter and Eliza Hall Institute of Medical Research where she is conducting mathematical modelling of the immune response to understand more about infectious disease dynamics. In another life, she was a data analyst for the National Health Funding Body in Canberra through the Australia Bureau of Statistics Data Graduate Program.

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 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/")

**Details** Support groups for individuals with OCD and their families this meeting will be online for the Mental Health Foundation Australia. Join online and gain support from others with OCD in the comfort of your own home at 6:30pm on the third Tuesday of each month. **Facilitator** Facilitating the OCD support groups is Jim, a dedicated community support worker with expertise in mental health. Jim brings his experience and knowledge to guide the group discussions and ensure a safe and inclusive environment for all participants. **Benefits of OCD Support Group** Support groups for individuals with OCD and their families provide an avenue for comfort, safety, and mutual support. These groups offer participants the opportunity to connect with others who understand their experiences and challenges. Additionally, the support groups serve as a valuable platform for learning more about OCD and its impact. Participants can gain insights into the disorder, its symptoms, and effective coping strategies through shared experiences and discussions. This knowledge empowers individuals to better manage their condition and navigate their daily lives. To register your attendance and to join the meeting please see: [https://supportgroup.mhfa.org.au/ocd-support-group ](https://supportgroup.mhfa.org.au/ocd-support-group) For other MHFA support groups please see: [https://supportgroup.mhfa.org.au/](https://supportgroup.mhfa.org.au/) If you need any further information feel free to contact us at supportgroup@mhfa.org.au

Join us for a relaxed street art walk through Melbourne's CBD, exploring laneways, murals, and hidden creative spots while enjoying easy, natural conversation along the way. If you love photography, bring your camera or smart phone (charged) to snap some fun photos along the way. We often pose in front of our fave artworks. Be prepared to be silly with me 🤪… (optional of course) This event is about moving at a comfortable pace, noticing what’s around us, and letting conversation unfold organically as we walk. There’s no need for art knowledge - curiosity is more than enough. The walk has a **light structure to help things flow**, but nothing rigid. You’re welcome to chat as much or as little as you like and enjoy the experience in your own way. After the walk, there will be the option to stay on for dinner nearby for anyone who’d like to continue the conversation (completely optional). This event is best suited to adults **approx. 25–50 who are young-at-heart** and enjoy exploring the city, being outdoors, and connecting through shared experiences. Strict age limit = 18+ Recommendation: Download the "Street Art Cities" app which we will use to hunt down the art. Please comment below if you're keen to stick around for dinner too. Stay updated in our WhatsApp group here: https://chat.whatsapp.com/EwT1BMFaCSJ32cfApGYt8U

**\*\* 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)

Join us at Melbourne Sports and Aquatic Centre for a FREE fun-filled Walking Football Mixed Gender Session, brought to you by Walking Football 4 Health Victoria. This event is designed for anyone looking for a low impact sport to stay active, be part of a welcoming community, and most importantly have fun. Our friendly host, Mick, will be there to introduce you to walking football, ensuring a safe and engaging experience. Don't miss out on this opportunity to engage in sports, socialise, and promote a healthy lifestyle in a welcoming community environment. There is no cost for this program. Sign up now and be a part of this exciting Walking Football Session. If you wish to contact the organiser, Mick directly, you can do so on: 0430 163 550 Email: info@wf4hvictoria.org.au Website: [Walking Football | Walking Soccer | Walking Football 4 Health](https://wf4hvictoria.org.au/) Facebook: [Walking Football 4 Health Victoria Group | Facebook](https://www.facebook.com/groups/wf4healthvictoria)

* **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!

Are two heads better than one? What about 4 hands over two? Test your puzzling and your communication in our pairs puzzle competition: Two Puzzled Heads. You and your partner have two and a half hours to start and complete a 500 piece puzzle. There will be a maximum of 6 pairs. **This event has 4 of 6 pairs signed only 2 pairs left. One single ticket is available.** Entry is $35 per person (a pair needs two tickets). If you are a solo, please email us at: [info@egnd.com.au](mailto:info@egnd.com.au) so that we can possibly pair you. Don't purchase a ticket first if solo. The winning pair receives free entry to the next puzzle event of their choosing. The top 3 pairs will also go in EGAD's Quickest Puzzlers scoreboard and July of next year, the top 3 over across all monthly events will be gifted a Puzzle Advent Calendar from Reverie Puzzles. However, you are not obligated to attend any other puzzle events. All pairs will receive the puzzle they have worked on to take home with them. The puzzle in the competition is made by Villager Puzzles. The image in the header is a place holder, and not of the puzzle in the competition.

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.

## 🌿 **Kismetrix Singles Social Run/Walk + Coffee – TAN Track** [Register Here](https://www.eventbrite.com.au/e/apr-26-kismetrix-social-runwalk-coffee-the-tan-botanical-gardens-tickets-1985661113844?utm-campaign=social&utm-content=attendeeshare&utm-medium=discovery&utm-term=listing&utm-source=cp&aff=ebdsshcopyurl) 📅 **Date: Sunday** 26th of April 🕘 **Time:** 10:00 AM – 11:30 AM (please arrive by 9:45 AM) 📍 **Meeting Point:** Royal Botanic Gardens Visitor Centre 🏃 **Route:** TAN Track loop through the Royal Botanic Gardens 📏 **Distance:** Approx. 3–4 km (relaxed social pace) Or Walk 🎽 **Dress Code:** Comfortable activewear or casual running clothes ## **About the Event** Looking to meet new people, get active, and enjoy great company — without the pressure of a dating event? The **Kismetrix Singles Social Run or Walk + Coffee** is a relaxed, feel-good experience for singles who enjoy movement, nature, and meaningful conversation in a warm, welcoming environment. We’ll run at an easy, conversational pace around the iconic **TAN Track**, giving you plenty of chances to chat, laugh, and connect with different people along the way. There’s no racing, no awkward icebreakers — just a friendly group of singles sharing a beautiful morning together. After the run, we’ll walk back as a group and enjoy **optional coffee and mingling at the Visitor Centre café**, where conversations can continue naturally and comfortably. Many guests tell us these events feel more like meeting new friends — with a spark of something extra. ## **Who It’s For** ✨ Singles who want to meet people offline ✨ Adults 18+ across a wide range of ages (20s to 60s+) ✨ People who enjoy light running, jogging, or active social experiences ✨ Anyone looking for community, confidence, and connection **Singles only. Adults only. No children or dogs.** This helps keep the space relaxed, focused, and socially comfortable for everyone. ## **What to Bring** * Water bottle * Comfortable running or walking shoes * Sunscreen / hat * Light jacket (weather can change) * Positive energy and an open heart 💛 ## 🎟️ This is a **free community event**, with **optional donations** to support the Kismetrix community. While many of our curated singles events are ticketed, this run is part of our **open community series**, created to make connection, movement, and belonging accessible to everyone. Your support helps Kismetrix continue building safe, welcoming spaces where real human connection can grow — romantically or platonically. ### **Hosted by:** **Kismetrix \| True Connection** Because real love starts with real connection. ### **🔗 Stay Connected with Kismetrix \| True Connection** Love this event? We run a variety of experiences to help people meet and connect in meaningful ways. 📧 **[social@kismetrix.com.au]()** 🌐 **[www.kismetrix.com.au](http://www.kismetrix.com.au "http://www.kismetrix.com.au")** 📱 **Follow us on Instagram:** [https://www.instagram.com/kismetrix_/](https://www.instagram.com/kismetrix_/ "https://www.instagram.com/kismetrix_/") **, Facebook & Eventbrite** 🤝 **Collaborations: [collabs@kismetrix.com.au]()** ### **📄 Important Notice** By registering for this event\, you confirm that you have read and agree to Kismetrix \| True Connection’s Terms & Conditions\, Privacy Policy\, Disclaimer and Code of Conduct\. Some events may be non\-refundable as stated in their individual descriptions\.

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

Mental Health, how do you understand it? How can you improve it? How do you get rid of stress, anxiety and uncertainty? These emotions are buried deep in your reactive mind. Find out what the reactive mind is, and in the process find yourself. Have you ever suffered from a traumatic experience, a deep loss or been through a painful breakup? Has your ability to communicate suffered as a result? And after that, even though you "moved on" did you find that things were never quite the same? Have you ever looked at childhood photos, or reminisced your early life and wondered where that happiness and spark went? Are your emotions out of your own control? Have you ever felt, even if you aren’t aware of it, that possibly you are getting in your own way of your happiness and success? How does this affect your self-confidence? Find out what is at the root of all stress, anxiety, depression and self-doubt. Find out how and why you hold yourself back from achieving your goals and having the life you have dreamed of. As soon as you learn what is at the root of these unwanted conditions, you’ll see it is something you can DO something about. You will not be labeled or categorized at this MeetUp. This group is hosted by the Dianetics and Scientology Life Improvement Center of Central Ohio.

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.

It’s time to take control of your mental health. How do you get rid of stress, anxiety and uncertainty? These emotions are buried deep in your reactive mind. Find out what the reactive mind is, and in the process find yourself. Have you ever suffered from a traumatic experience, a deep loss or been through a painful breakup? Has your ability to communicate suffered as a result? And after that, even though you "moved on" did you find that things were never quite the same? Have you ever looked at childhood photos, or reminisced your early life and wondered where that happiness and spark went? Are your emotions out of your own control? Have you ever felt, even if you aren’t aware of it, that possibly you are getting in your own way of your happiness and success? How does this affect your self-confidence? Find out what is at the root of all stress, anxiety, depression and self-doubt. Find out how and why you hold yourself back from achieving your goals and having the life you have dreamed of. As soon as you learn what is at the root of these unwanted conditions, you’ll see it is something you can DO something about. You will not be labeled or categorized at this MeetUp.

Our next much-awaited **COLUMBUS** meetup is **Tuesday April 21 from 7-10 pm EST at ACE OF CUPS**. Meet patients, cultivators, processors, dispensary managers/staff, physicians, home growers, educators, activists, nonprofits, artists, attorneys, business owners, writers, students, and supporters to network, share our knowledge, collaborate, support each other and make new ones! Hope you will be there too! Save the date and pass the word. **Please RSVP** so we know who is coming and how many to expect. Find us to say hi and we will introduce you to others. We should be easy to spot. (The happy-looking group wearing cool nametags! See photos from our past events.) Sign in, grab a name tag, start your own bar/food tab, meet old friends and make new ones! Everyone is welcome. SEE YOU THERE!

This is a free, in person meeting. 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 sponsored by the Dianetics & Scientology Life Improvement Center of Central Ohio.

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