Oil & Gas

**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.

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.

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.

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.

Let's escape for a spontaneous, relaxing walk at Blackburn Lake Sanctuary! 🌿 With 4km of scenic trails, we can stroll around the lake, visit the boardwalk, and enjoy the birdlife. Meet at the Visitor Centre car park (off Central Rd) in 30 minutes for a quick loop—perfect to clear the mind. Blackburn Lake Sanctuary +3 When: Today! (Let's meet at [Time]) Where: Visitor Centre Car Park, Central Rd What: A 30-minute to 1-hour easy walk, bird watching. walkingmaps.com.au +1 It’s the perfect, quiet getaway in the middle of the suburbs. Let me know if you can make it! AllTrails

* **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!

Hi everyone, and welcome to our very first event! Since I’ve traveled to 50 countries before settling here in Melbourne, the idea of combining travel, daily living, and creating art is a massive passion of mine. To kick off our community of "dreamers and doers," we are hosting a relaxed weekend coffee meetup to connect, share, and get inspired. Whether you are a full-time professional artist or an entrepreneur exploring painting like I am, this is a casual space to meet face-to-face and build our local network over a great cup of Melbourne coffee. **Here is what we’ll be doing:** * 🎨 **Show & Tell:** Bring a sketchbook, your iPad, or just pull up some photos of your work on your phone. Let's celebrate what everyone is currently creating or exploring! * 🤝 **Network & Connect:** Swap Instagram handles, share industry contacts, and find your new creative accountability buddies. * 🌍 **Main Topic - Art Residencies & Coliving:** Have you ever done an art residency? Are you dreaming of joining a creative coliving space overseas or right here in Australia? Let's share resources, research, and dreams about blending travel with our artistic practices. **What to bring:** * A piece of your art (physical or digital) or a work-in-progress to share. * Your business cards, portfolio links, or social handles. * Any info, questions, or experiences you have regarding art residencies! I can't wait to meet you all and hear about your creative journeys. RSVP so I can make sure we grab a big enough table!

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.

[iHarvest Coworking Sunshine](https://iharvestcoworking.com.au/) is holding a free open day this Friday so local start-ups, entrepreneurs and small business operators can experience what co-working in our professional and contemporary office suite is all about. Come see for yourself! **Date:** Friday 24 April 2026 **Time:** 9:00am - 5:00pm **Where:** [iHarvest Coworking - L4/301 Hampshire Rd, Sunshine VIC 3020](https://share.google/k7JuK4BTXM6igsfPk) Light refreshments provided.

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.

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!

Bring your business cards and network in person with other business professionals! Gold Star Referral Clubs is one of the most established professional networking organizations in the country, with multiple groups in central Ohio. Join us!

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)

We have never until now featured Zinfandel, the ubiquitous California grape with the Dublin Wine MeetUp Group. At its best Zinfandel, is rich, voluptuous, with great depth of red and blue fruits. Jammy and hedonistic are common descriptions Each person should bring one bottle of an quality Zinfandel wine; be creative and quality conscious, with some bottle age if possible. Turley, Martinelli, Biale, Seghesio, Ridge, Hartford Bedrock, Carlisle, Klinker Brick, Frog's Leap, and anything from the Rockpile vineyard is likely to be very good to great. The Prisoner wines began as a Zinfandel blend. Also bring a protein based appetizer to share and **a wine glass for your personal use.** Cheese and meats are best with these wines. There will be a gas grill behind the clubhouse to grill. We’ll gather at the Oak Creek clubhouse, where the Dublin Wine Group, hosted by Thom and supported by Timothy, will take it from there. Come join us for a fantastic mix of great wine, food, and even better company! The evening wraps up at 10 PM. **Please pay $10 at the door per person to cover the cost of the room rental and for the tableware, napkins, water and cups.** 🍷 **6:46 PM – Dublin Wine Group Social** 📍 **Oak Creek Clubhouse** **9005 Oak Village Blvd, Lewis Center, OH 43035** View on Maps (https://maps.apple.com/place?address=9005%20Oak%20Village%20Blvd,%20Lewis%20Center,%20OH%20%2043035,%20United%20States&coordinate=40.158011,-83.003901&name=Oak%20Creek%20at%20Polaris&place-id=I8D83B59D441EDD9B&map=explore)

Join us for one of our favorite hikes this Tuesday (4/21/26) at 6:30 pm as we hike the Hoover Dam Scenic Trail, starting at the west end of the dam. This hike includes some paved paths/roads along with some dirt trails, with a few beautiful views of the reservoir. Join us for this 2 mile hike, finding us in the parking lot at the corner of Sunbury and Smoke Burr.

## Candle Making Night at The Arcane Foundry \| Design Your Own Custom Candle **SPECIAL PROMOTION**: Buy 3 and get 1 Free! Step into The Arcane Foundry and create your own custom candle from start to finish. This is a laid back, hands-on experience where **you’ll blend fragrances, choose your vessel, and pour your own candle using 100% soy wax**. Whether you’re coming solo or with friends, it’s designed to be simple, creative, and a good time. We’ll walk you through the entire process, from picking your scents to choosing between a traditional cotton wick or a crackling wood wick. You can go with one fragrance or mix your own blend to create something completely unique**. No experience needed**, just show up and we’ll handle the rest. While your candle sets, feel free to hang out, play a game, explore the shop, or just relax and talk. Drinks and snacks are available, and the atmosphere leans into the **fantasy**, **dark academia**, and **gothic horror** vibe The Arcane Foundry is known for. Learn More: [Candle Making in Columbus, Ohio at The Arcane Foundry](https://thearcanefoundry.com/candle-making/) *** ### What to Expect: * Guided candle making experience * Choose your own vessel, wax, wick, and fragrance * 100% soy wax candles * Optional drinks and snacks * Time to relax while your candle cools *** ### Important Notes: * Please arrive on time so we can start together * Candles will need time to set before taking home * This is a beginner-friendly event *** ### RSVP Required Reserve your spot on Meetup to lock in your seat. **Candle Making** (includes vessel, your choice of wick, wax, scented oil, labels and lids) 5oz Glass Jars $15 8oz Candle Tins $25 12oz Glass Candles $35 12oz Amber Jars $40 16 oz Skull or Jack o Lantern Candle Mugs $65 (Limited Edition!) **All materials included. You just bring yourself (and your drink of choice).** **Payments accepted:** * Credit Card * Venmo: @Daclaud-Lee * Cashapp: $DaclaudL