IT 코칭

**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.

**🙋‍♀️**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.

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/")

**人是为了活着本身而活着的，而不是为了活着之外的任何事物而活着。** **墨尔本中文文学读书活动之《活着》（余华）** * 书籍类型：当代小说 * 《中国时报》十大好书奖、《亚洲周刊》二十世纪中文小说一百强、「豆瓣读书TOP250」NO.2 * 日期：2026年4月26日，礼拜日，3:00-5:00PM * 地点：墨尔本 Nunawading Community Hub，Meeting Room 3 **作者简介：** 余华。作家。1960年4月出生，1983年开始写作，主要作品有《兄弟》《活着》《许三观卖血记》《在细雨中呼喊》《第七天》《文城》等。其作品被翻译成40多种语言在40多个国家和地区出版，曾获意大利格林扎纳·卡佛文学奖（1998年）、法国文学和艺术骑士勋章（2004年）、法国国际信使外国小说奖（2008年）、意大利朱塞佩・阿切尔比国际文学奖（2014年）、塞尔维亚伊沃·安德里奇文学奖（2018年）、意大利波特利·拉特斯·格林扎纳文学奖（2018年）等。 **组织简介：** 墨尔本中文文学读书会。旨在为热爱中文文学的读者提供一个开放、包容且富有启发性的交流平台。通过共同阅读与讨论中文文学作品（包括中文原著及优秀中文译作），我们希望： 1. 激发成员的阅读兴趣与思考深度； 2. 促进文化与思想的交流； 3. 建立一个有温度、有连结的中文阅读社群。

Too many kids as well as teenagers and adults have problems with study. Today's meetup will inform you about the basics in STUDY TECHNOLOGY that provides an understanding of the basics of learning and supplies exact ways to overcome all the pitfalls one can encounter during study. This is applicable to young children, teenagers (or their parents that are trying to help them) and adults alike. Study Technology shows how one studies in order to comprehend a subject so one can apply it. Laws on which learning is based and workable methods have also been discovered for anyone to apply for themselves or when teaching others. Too many students graduate from school and college unable to put to use what they’ve learned in school. It’s not that they’re stupid or that their teachers didn’t know how to teach. More than likely it traces back to the one thing missing from most educations—learning how to learn in the first place. We all went to school, yet isn’t it odd that no one taught us how to study? The information presented at this meetup can help anyone improve others or his own ability to learn. It is a practical tool that parents and teachers alike can use to enhance a child's study performance. You’ll learn the barriers that lie between your own or a child's education. And you will very quickly learn how to overcome them. This technology will enable you or a child to pursue any subject with skill and confidence. Teachers who have "hard to handle/distributive " or slow learners in class will absolutely love the amazing turn around most often seen in improved behaviour and student performance in class. If you or your child has difficulties at school (or learning new things at work or online) than this meetup is important to you. If you can not make it to our meetup than contact the organizer and arrange it to suit your time. This technology can if one was to live far away be taught online. (extension course) You may offcourse also opt to have this technology taught to your own child by experienced volunteeer staff or learn about this yourself and transfer this knowledge to those you want to have better grades. Yes it is possible to improve anyone's study performance. All it takes is just 5 steps. See you at this meetup. Pam

**\*\* 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)

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.

How about we kick off the best day with a jog and coffee together? Trust me, you won't want to miss out! 🏃‍♂️Training menu🏃‍♂️ Every Sunday 8:00~ Fed Square Assembly 【https://maps.app.goo.gl/zmPQ6U533pUDcNSA9?g_st=ic】 If you have luggage, please consider using the lockers at the station. 💥40~60 min Jog+Walk Pace: Easy pace, suitable for beginners. If you got tired, let's walk together. 【schedule】 8:00 Gathering 8:10 Start 9:00 End of training Challengers we are waiting for you 😊

## 🌿 **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\.

* **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!

**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

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.

**Improving Office in Franklinton** Physical location: Improving Office 330 Rush Alley Suite #150 Columbus, OH 43215 Schedule: 6:00 p.m.: Socialize, eat, and drink. Improving will be providing pizza and beverages. 6:30 to 8:00 pm. Main meeting and presentation(s). Topic: This month Chris Pazsint will be talking about Agentic Coding. How does one use CLI Based Agents, and Agentic IDEs such as Cursor, Kiro, Antigravity? How to include agentic coding plugins for IDEs you already love such as Visual Studio Code. We meet on the last Monday of each Month. Presentations are given by members and friends of this group. If you would like to do a presentation (small or large) on a python topic, please contact Central OH Python at centralohpython@gmail.com

Walk for Children - 2026 Save Soil Walkathon in Columbus 🌍 Over 52% of the world soil is degraded and scientists warn we may have only a few decades of fertile soil left. As Sadhguru shares, soil is a living system—and when it degrades, our food, health, and future are at risk. https://www.youtube.com/watch?v=hyT-6qiubd0 🚶‍♂️🌎This Earth Day, Join the Walk for Children-2026 SaveSoil 5K Walkathon here in Columbus and help raise awareness about soil for the future of our children! Every step you take helps: ✔️ 1. Raise awareness in your communities about protecting and restoring soil. ✔️ 2. Supports sustainable food systems. ✔️ 3. Helps secure our children’s future. 📅 Date: April 26, 2026 📍 Location: Scioto Audubon Metro Park Check-in address 400 W Whittier St, Columbus, OH 43215 ⏰ Time: 8:30 a.m. check-in event starts at 9:30 a.m. 👉 Register here: https://www.eventbrite.com/e/walk-for-children-2026-save-soil-walkathon-in-columbus-registration-1986596534713?aff=oddtdtcreator 👉🏼Free and Open to All. Share this message and bring your neighbours, friends & family along to celebrate our planet! Let’s make it happen!

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)

Private Group. Closed to the Public Knowing ourselves and understanding our abilities is the first step toward wielding our gifts with control and accuracy. In subsequent classes we will verify and hone our talents with activities and discussion. These are hands-on workshops and participation is expected. The goal of our series will be to develop expertise in areas of particular interest such as mediumship, channeling, divination, healing and, etc.. Our ultimate directions will be determined by class members as we evolve. I look forward to sharing and discovering with you. - Cynthia

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