English

**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.

The Great World of the title refers to the setting of "The Great World", a fairground in occupied Singapore serving as a Japanese prison camp, where the protagonists meet. It also refers to the mind "the same shape as the world, and really was the world, only on an infinitely small scale", as one character observes. The two main characters' relationship is central as the men feel out their stance to each other. The New Yorker calls it "a rare serious novel... (with) an elliptical sense of time... render(ing) it poetic." Since starting this book club a few years ago we have formed a nice core membership. If you haven't come yet, please look out for the books on the table, pull up a chair, order a wine and join us. We like to hear what everyone has to say and enjoy the conversation, we're not cliquey at all! Oh, and to defray the Meetup monthly bill I will accept gold coin contributions or wine if you want to pay for multiple in one hit. I hope to see everyone again at this one with some new faces.

**Welcome to our Tuesday Social + Language Exchange Meetup 🌍** We meet weekly at **La Di Da — 577 Little Bourke Street (Melbourne CBD).** We ask that you **purchase a drink at the bar** or **pay $3 at entry** to support the venue. *** ### 💬 Find your people (New!) Looking to practice a specific language? Post in the discussion using: * **#LearnSpanish** * **#LearnEnglish** * **#TeachEnglish** * **#LearnJapanese** * etc. 👉 This helps others find you faster and makes it easier to connect. *** ### 📲 Join our WhatsApp Community Stay connected before and after the event, meet people, and find language partners: 👉 **Join here:** [https://chat.whatsapp.com/Bi7FlhHP91e0eP7MfdeWcZ](https://chat.whatsapp.com/Bi7FlhHP91e0eP7MfdeWcZ) *** ### ⏰ What to expect We consistently have **100–120 attendees** every Thursday (across multiple Meetup groups). People arrive at different times — **best time to come is between 6PM and 9PM.** Come solo or with friends — most people come alone and join conversations naturally. *** ### 🌏 Who attends? A mix of: * Native & non-native English speakers * International students * Backpackers & working holiday travellers * Professionals & expats * Local Australians You’ll meet people from: Europe, China, Japan, Korea, Latin America, and more. *** ### 🗣️ Why join? 👉 A relaxed, social way to practice English 👉 Meet people from around the world 👉 No pressure, no structure — just conversations *** ### 🍕 FREE DRINKS & FOOD FOR FRIENDLY VOLUNTEERS! We’re looking for **friendly volunteers** to help welcome newcomers and keep the vibe social. 👉 You’ll get: * Free drinks (beer/soft drink) * Food (pizza, wedges, etc.) * A fun team to hang out with No experience needed — many of our volunteers are **first-timers too**. Interested? 👉 [www.Linguas.au/Volunteer](www.Linguas.au/Volunteer) *** 📲 **More info:** [https://instagram.com/Linguas.AU](https://instagram.com/Linguas.AU) or **@Linguas.AU**

**🙋‍♀️**Welcome to our Tuesday Social + language ​exchange meetup. Meet people from many countries and make new friends. 👉We always have between 100 - 150 people attending our Tuesday event since this event is listed in 3 different meetup groups. Some people come early some come late, best time is between 6pm to 9pm. 👉This is a great opportunity to learn to speak English with native and non-native speakers. Many English speakers, Europeans, Chinese, Japanese, Koreans, and other Asians attend our fun and friendly party. 👉It is suitable for international students, working holiday people, professional ex-pats, and local Australians.

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.

**🎲Board Game Morning: Games, Friends & English Practice!** Join us for a relaxed and fun-filled morning of tabletop gaming! Whether you're a grandmaster or have never picked up a dice, this is a fantastic opportunity to meet new people, build friendships, and practice your English skills in a friendly, casual environment. **🍱What to Bring** To keep the energy high for all those winning moves, please **bring your own lunch** to enjoy during the event. Date: 25 April 2026 Saturday Time : 10am - 1pm Venue : 552 City Road, South Melbourne

We invite you to come and practise your English with people from all over the world in a friendly environment. We are open to all levels from beginner to advanced. We have classes in small groups and you will be placed in one of these groups according to your level of English. Our free conversational English classes are every Thursday evening (except term breaks). If you are coming for the first time, please come on time for registration. Please note: English Corner is for non-native speakers. Our team of facilitators is really looking forward to having a wonderful time speaking English with you! **Please scan the QR code upon arrival to register your attendance.** If this is your first time, we recommend arriving a bit earlier to complete your initial registration. In case you aren't able to join us face to face we have an Online Alternate English Conversation Thursday class option too! Sign up for this on Meetup.

The discussion topic for this meetup will be identity and whether or not history is a necessary condition for consciousness as Dretske proposed. James

Hi budding Stoics, This is our monthly in-person session (the 4th Saturday of every month) We will be discussing a podcast. Link can be found below. Philosophize This! Podcast episode 17 https://www.philosophizethis.org/podcast/plotinus-a-period-of-transition-38z8d We will meet outside KereKere Green cafe inn Fitzroy Gardens. If weather is poor we can retreat into the cafe. Feel free to bring a picnic blanket and snack. NEW TO STOICISM New faces are always welcome. We use the readings, podcasts, videos and stoic training to facilitate discussion. You can participate in the discussion as little or as much as you like. We look forward to seeing you. :)

We invite you to join us for face-face English lessons at Upper Intermediate level each Monday and Wednesday evening, starting Wed 8th April. **Where:** Level 7, 628 Bourke Street, Melbourne CBD **Time:** 5:15pm - 7:30pm. Please come on time, as the doors are shut at 5:30pm. **What to expect:** You will be greeted by friendly tutors and trainee teachers. We are training English teachers and they work hard to prepare lessons for you. You will meet other speakers of other languages and engage in activities, and lots of practice speaking English.

Hi Radiant Ladies, Technology is growing so fast. Do you sometimes feel a little left behind? Or wonder what your grandkids are talking about when they mention AI? 😄 Come and join me for a relaxed Coffee & AI Afternoon at Mercure Hotel. I’ll show you a few simple, practical, and creative ways you can use AI in everyday life — to save time, spark ideas, and even have some fun. No technical skills needed. Just curiosity. Please bring your phone (fully charged!) and your beautiful self. We’ll enjoy coffee, learn together, laugh a little… and stay for dinner at Mercure afterwards for those who would like to. Let’s explore something new — together. 🌸 🅿️ Parking Info: If you’re coming from Doncaster Rd, take the third exit at the first roundabout to find the hotel car park. You’ll get 3 hours of free parking.

Join us for conversations that go beyond small talk, diving into topics like the shifting nature of spirituality, the challenges and joys of midlife transitions, the impact of culture and capitalism, and the search for meaning in art, travel, and daily life. Our gatherings are about genuine, thought-provoking dialogue, with no set leader or strict agenda—just an open space to share ideas, perspectives, and experiences that matter to us. The direction of the discussion is shaped by everyone who shows up, making each event unique and enriching. Come ready to share, reflect, and connect with others who are also seeking deeper conversations. Let the conversation flow from topic to topic. Optional questions are listed below.
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Optional Questions: Life Stages & Transitions
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1. What did you think you'd have figured out by now that you're still completely winging?
2. When did you realize your parents' advice was for a world that no longer exists?
3. What are you finally old enough to stop pretending to care about?
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Optional Questions: Identity After the Roles
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4. Who are you when nobody needs anything from you?
5. What dream keeps resurfacing even though the "practical" time has passed?
6. How do you handle having the freedom you always said you wanted?
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Optional Questions: AI & Being Human
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7. What human experiences will AI never truly understand?
8. If machines handled all your have-to's, what would you actually do?
9. What becomes more precious as everything becomes automated?
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Optional Questions: Belief & Meaning
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10. What certainties have you given up, and what rushed in to fill that space?
11. How has knowing someone who died changed how you live?
12. What do you believe now that would shock your younger self?
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Optional Questions: The Modern Psyche
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13. What anxiety do you carry that previous generations didn't have?
14. Which of your survival strategies are you ready to retire?
15. What uncomfortable truth about happiness did it take you years to accept?
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Optional Questions: Work & Purpose
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16. When did you stop believing that your job would complete you?
17. What would you do for work if money and status weren't factors?
18. How has your definition of "making it" changed over the years?
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Optional Questions: Relationships & Connection
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19. What relationship dynamic do you keep recreating, and why?
20. When did you realize your parents were just people trying their best?
21. What kind of loneliness doesn't go away even when you're with others?
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Optional Questions: Time & Mortality
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22. What are you running out of time to say or do?
23. How differently do you spend your time knowing it's finite?
24. What will you regret not trying, even if you fail?
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Optional Questions: Society & Culture
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25. What social convention do you follow even though it makes no sense?
26. Which generation do you understand least, and what might you be missing?
27. What aspect of how we live now will seem insane in 20 years?
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Optional Questions: Personal Philosophy
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28. What rule for life did you create after learning something the hard way?
29. When did you stop believing that everyone else had it figured out
30. What paradox about life have you learned to live with?

Join our friendly English Cafe community! Enjoy snacks and conversation with people from around the world at our Language Exchange Mixer. It's the perfect place to improve your English and make international friends. -All People Community Church English Cafe

[Profs and Pints Northern Virginia](https://www.profsandpints.com/washingtondc) presents: **“Doom and Dinosaurs,”** a look at how mass extinctions shaped the dinosaurs and what research on these events tells us about Earth life’s long-term prospects, with Ian Wilenzik, paleontologist and visiting assistant professor of biology at George Washington University. [Advance tickets: $13.50 plus sales tax and processing fees. Available at [https://events.ticketleap.com/tickets/profsandpints/nv-dino-doom](https://events.ticketleap.com/tickets/profsandpints/nv-dino-doom) .] Pity the poor dinosaurs. They lacked both scientific research to help deal with potential environmental catastrophes and places where they could have a beer and discuss it. You, on the other hand, have the opportunity to come to Profs and Pints to hear a fascinating talk on the impact of mass extinctions on dinosaur evolution and what research on dinosaurs tells us about biodiversity and Earth’s current biodiversity crisis. Dr. Ian Wilenzik, who has studied and taught courses on dinosaur evolution, population spread, and extinction, will leave you with a greater appreciation of the resilience of life on earth and how we’re both the product and source of biologically catastrophic events. Many of us are familiar with how a big meteor impact about 66 million years ago wiped out the Earth’s dinosaur population, leaving us only with their feathered descendants, birds. Less well known is how the Earth actually has undergone five periods of mass extinction that wiped out nearly all life, and how dinosaurs arose from one and endured another—both caused by volcanic activity—before meeting their match in the third. To ground his discussion, Dr. Wilenzik will talk about how we study mass extinctions by looking for geologic evidence of volcanic activity, meteoric blasts, and other catastrophic activity and of gaps in the fossil record after them. He’ll also discuss what makes a dinosaur a dinosaur, describing their distinct anatomical features. He’ll talk about how they and other forms of life evolved over long periods of time and were affected by extinction events. We’ll look at how the meteor-caused mass extinction that wiped out dinosaurs at the end of the Cretaceous paved the way for the rise of mammals and the emergence of primates, and, eventually, us. Looking ahead to future mass extinctions and what might survive them, we’ll talk about how that plant you forget to water might have the last laugh, as well as why crocodiles might be around a while. (Doors: $17, or $15 with a student ID. Listed time is for doors. The talk starts 30 minutes later.) Image: A *Triceratops* mounted skeleton at the Los Angeles Museum of Natural History (Photo by Allie Caulfield / Wikimedia Commons).

Join us on Wednesday, May 6 8:00-10:30 PM. Andrea Nettleton calls while Elisabeth Epstein (flute), Jeff Steinberg (fiddle), and Neil Epstein (piano) play Register: [https://www.fsgw.org/event-6650244](https://l.facebook.com/l.php?u=https%3A%2F%2Fwww.fsgw.org%2Fevent-6650244%3Ffbclid%3DIwZXh0bgNhZW0CMTAAYnJpZBExcGVDN0w5YWxFY20xektNaXNydGMGYXBwX2lkEDIyMjAzOTE3ODgyMDA4OTIAAR5NNqrkBaZuRAqAyGO1IGhctdZ7bbpSt8T-AEzi-lNf2rM8LYy8WFXn9r36tQ_aem_i8dbMDK03kLNpiQKHAF-Sg&h=AT6Ga2jvad7k_w8ICbab0fBioAgAKk8ezFYSJfy9HrkW70LJLDNJlpnZGofJIEgW5xMEoaWdHXuDEwN6MWuz-XBUblke16CB9XnEykv29e1F3f-aPANu4wXPBRcwJ94Pbp-hHEhll8aa9URwR5rkbQ7ulxI59SArRngXDg&__tn__=q&c[0]=AT7m-ZqPHgLuv4fFlikZkop0Jt0gLiIpHxbnliFsXUZxCTOW5xzSxbr2lkAVaC0llNuczhGZacQzi6ovH3c_AA4TdHcszjUIdiXkEX-oNnqbsIYgNO_UNkyj3JYRntvnFZECpOjRXsPfZJoXeyB9-8x7dfxKDC3s5Qs) (Please note, you are not registered by responding on meetup, you must register through the FSGW website, or at the door if tickets are available) The FSGW weekly English Country Dance offers delightful dancing, led by talented callers, accompanied by top-notch musicians playing a wide variety of instruments. The crowd is friendly and enthusiastic; new dancers are always welcome and can get an informal lesson if they arrive around 7:30. You don't need to bring a partner, or dress up. * If you have not previously attended a Wednesday night English country dance at Glen Echo, you may select "first time free" when registering. New dancers are welcome. If you have no previous English country dance experience or would like a refresher, please arrive at around 7:30 for a lesson. Covid Protocol: masks and vaccinations are encouraged but not required. Some dancers are sensitive to fragrances, and they are grateful when you skip the perfume and scented after-shave. Additional information about this weekly event is available on the English Country Dance (in-person) web page. [https://www.fsgw.org/ecd](https://www.fsgw.org/ecd) **Pay at the door:** Admission - $15 FSGW Members, $8 Students and those with limited income, $17 Others. **Questions?** Email English Country Dance * **We look forward to dancing with you!**

Inspired by the song "Good Job" by Alicia Keys, this gathering invites us to pause and reflect on the quiet strength, resilience, and everyday efforts that often go unseen. How often do we acknowledge the people who keep things moving—at work, at home, in our communities? And how often do we recognize that same perseverance in ourselves? In this conversation, we’ll explore: * The power of simple recognition and encouragement * How affirmation can strengthen resilience and connection * Ways to create environments where people feel seen and valued * The impact of gratitude on culture, leadership, and well-being Through reflection and shared dialogue, we’ll consider how a simple phrase—*“good job”*—can carry deeper meaning when it’s grounded in sincerity and awareness. Come join a different kind of conversation – one that welcomes every perspective in a search for the underlying truths that unite us all – on seeing, valuing, and uplighting one another. Join us for an open and respectful conversation where participants can share perspectives, experiences, and insights. Whether you come to speak or simply to listen, all thoughtful voices are welcome.

안녕하세요 여려분! Welcome to our Meetup series for Korean/English Language Exchange. These meetups will be intended for serious language learners who are at least at a conversational level in the language they wish to practice. We'll have a variety of activities targeted at fostering some significant practice time and perhaps have a little bit of cultural exchange along the way. For this Meetup, we ask that you make a decision with your RSVP by 4 PM the day of the meetup, so as to give others a chance to attend if you can't make it. For this session: We're visiting Gopchang Story in Centreville! No formal discussion this time around, but feel encouraged to practice your language skills. Another adventure may break out afterwards if the group is so inclined. \-\-\-\-\-\-\-\-\- If you have Instagram, you can check out our account at asiandiningandadventuregroup for photos and announcements of group outings!