Cloud Native

http://photos2.meetupstatic.com/photos/event/a/1/2/8/600_455801256.jpeg **POINT COOK CUBAN SALSA & BACHATA** **DANCE CLASSES ARE NOW CLOSED** FOR THE CHRISTMAS & NEW YEAR BREAK **\* THE 2026 POINT COOK** **CUBAN SALSA & BACHATA** **DANCE CLASSES** will start back on **MONDAY 2ND FEBRUARY 2026**

From $25. Ask for Angelique.

Please contact me on 0413261925 to organise an appointment. Tuesdays 8:00 am - 4:30 pm. From $25. Ask for Angelique.

Hi Radiant Ladies, Join us for a gentle walk through the beautiful Royal Botanic Gardens, followed by coffee and chats. Looking forward to a refreshing morning with you all. Lyn 🌸

Meditation

Let's take a leisurely stroll around Jell's Park. The scenery is so nice, it's best not to race around the track. Take time to enjoy the view. Smell the roses, watch the birds. Take it all in. No point just trudging along to get to the end as soon as you can. Enjoy it. Length \~5.86 km Time \~1.5 hours

A mix of dance classes, connections & laughter! We love offering a diverse range of moves to keep things fresh and exciting, and it’s always amazing to see our dance community connecting on and off the dance floor. It’s all about coming together, learning, and having fun! Brighton Beach Bowls Club 2B South Rd Brighton 7:00 pm - 9:30 pm Beginner & Intermediate levels $25 CASH or PAYID

Achieving fast flow—the rapid and reliable delivery of change—requires picking the right socio-technical architecture: a combination of software architecture and organizational structure suited to your context. To paraphrase Einstein, it should be as simple as possible but no simpler. Unfortunately, many enterprises fall into the trap of over-engineering their architecture while simultaneously misaligning their teams, resulting in unnecessary complexity and friction that slows delivery. In this presentation, I describe a strategy for starting with the simplest possible socio-technical architecture for your context and then incrementally evolving it to support fast flow. You will learn about the building blocks of socio-technical architecture. I explain how organizational structures, like architectural elements, exist to solve specific problems and must evolve as those problems change. You will learn to recognize the signals that indicate when your socio-technical architecture needs to change—and how to transform it accordingly. **About Chris Richardson** Once again we are delighted to welcome Chris back to Melbourne and our Platform Engineering Meetup. Chris is a software architect and serial entrepreneur. He is a Java Champion, a JavaOne rock star and the author of POJOs in Action, which describes how to build enterprise Java applications with frameworks such as Spring and Hibernate. Chris was also the founder of the original CloudFoundry.com, an early Java PaaS for Amazon EC2. Today, Chris is a recognized thought leader in microservices and speaks regularly at international conferences. Chris is the author of the book Microservice Patterns. Chris helps organizations improve agility and competitiveness through better software architecture. He delivers consulting and training that helps organizations successfully adopt and use the [microservice architecture](https://microservices.io/patterns/microservices.html). Chris is the [founder of a startup](http://eventuate.io/) that is creating a platform that simplifies the development of transactional microservices. He maintains a comprehensive set of [resources for learning about microservices](https://microservices.io/adopt/index.html).

In this session, we’ll explore our internal emotional landscapes using colours, lines, shapes, symbols, and gestures. While language can help us label feelings, there are often deeper nuances and meanings that emerge when we allow ourselves to create freely. This is a quiet and reflective time for you to inquire into and connect with what you’re feeling beneath the surface through intuitive mark-making and creative play. Whether you're feeling emotionally overwhelmed, creatively blocked, or simply curious, this workshop offers a gentle invitation to slow down and listen inward. We will open up space for discussion: * What was the art making process like for us? * What do these emotions mean to us? * How do they relate to one another? * How have our relationship with them evolved over time and how might we want to continue to relate to them? No art experience necessary—just a curious and open body-mind. **Please try to arrive 15 mins before so you can find the Magic School Bus Room** and we can start promptly at 530pm :) There will be a 10 minutes grace as life, weather and traffic can sometimes surprise us but doors will close at 540pm. Please put in the promo code CONCESSION if you are facing financial hardship for a discounted ticket price of $20. **Please note:** * This is a creative wellbeing workshop informed by art therapy but is not intended as a substitute for individual or group therapy, which usually involves a deeper exploration of your personal history and beliefs, intentional collaboration and the building of a therapeutic relationship. It is also not intended for emergency crisis support or intervention. * If you are willing to allow me to take photos of you and/or artworks for my learning purposes and to allow others who have not experienced the workshop to get a sense of what it like, please let me know at the start of the session and I would greatly appreciate it! * If you are facing financial hardship and the concession price is still difficult, please contact me at greenhouse.arttherapy@gmail.com No one will be turned away.

**Meetups for Rebels of all kinds — to connect, learn and share** This is a Social Networking event with a Fireside Chat with [Jodie Cook](https://www.linkedin.com/in/jodie-cook/) Founder of Coachvox AI Jodie Cook & her company has been featured in Forbes, Inc., New York Post, BBC News, and with top creators like [Ali Abdaal](https://www.youtube.com/@aliabdaal) & [The Futur](https://www.youtube.com/@thefutur) Her compnay, [Coachvox AI](coachvox.ai) helps coaches create a powerful AI version of themselves - AI You. Using the power of an AI replica, coaches can - optimize lead generation, improve user experience, fix ghosting & always reply back, understand your audience better, all with zero time. 📍 This Event is hosted at Natural Velocity AI Learning Centre, Docklands, 🍕 Free Pizza & drinks will be provided **Agenda:** * 5:45 - 6:30 PM (45 mins) - Get to know each other & Welcome * 6:30 - 7:20 PM (50 mins) - Fireside Chat & Q&A from Audience * 7:20 - 8:15 PM (55 mins) - More Social Networking There’s no dress code, no hard sales pitches, and no pressure — just great people and meaningful conversations 🙂 🌍 Est. 2013 – Rebel Meetups now run globally 🆓 This event is free thanks to our members, our partners, our volunteer hosts, and generous venues. **This event is hosted at [Natural Velocity AI Learning Centre](https://www.linkedin.com/company/natural-velocity/ "https://www.linkedin.com/company/natural-velocity/")** **— a venue generously supporting our community** Notice: We will be capturing content from the event, to post on our socials. Join us as we learn from a Serial Founder, network, and walk away with a bunch of takeaways. See you there! **Directions Help:** Up the Escalator, between 'Melbourne College of Hair & Beauty' and 'Gap Maps'. As shown in the red dots in the image below: [Directions Map](https://drive.google.com/file/d/1fkcpXvzZrEs0kKMPEI_vXbUCz7OEPTzf/view?usp=sharing)

Jewellers & Crafters Social Event at CLAW Creative Studios. Sip and Network is an evening for creatives!! Join us for a relaxed night of connection, conversation and creativity. Meet fellow jewellers, share ideas and build relationships within the industry, all over a glass of wine or two. Whether you are a designer, maker or gem lover this is your chance to unwind, mingle and be inspired by like minded people. 120 Alexandra Parade, Fitzroy, Please enter through the gallery door.

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 **Long Dang & David Rawlinson: "The surprising efficiency of recurrent reasoning models"** **Abstract:** Large Language models (LLMs) still struggle with reasoning problems, defined as devising and executing complex, goal-oriented action sequences. Current solutions, such as Chain-of-Thought (CoT) and Test-Time Compute (TTC) techniques, can suffer from brittle task decomposition. In addition, auto-regressive output generation is prone to errors, which usually cannot be rectified. In 2025 the Hierarchical Reasoning Model (HRM) was introduced by Wang et al (1). On 3 reasoning problems (Extreme-Sudoku, Maze navigation, and ARC-AGI tasks) HRM demonstrated performance comparable to large, pre-trained LLMs with orders of magnitude fewer trainable parameters and no pre-training. HRM uses a process of repeated recurrent convergence between two modules to produce a latent representing a problem solution. Shortly after, Jolicoeur-Martineau released a pre-print (2) describing a thorough ablation of the ideas in HRM and her derivative model, known as the Tiny Recursive Model (TRM). TRM uses a similar recursive convergence process, even fewer parameters, and yet obtains 45% test-accuracy on ARC-AGI-1 and 8% on ARC-AGI-2, higher than most LLMs (e.g., Deepseek R1, o3-mini, Gemini 2.5 Pro) with less than 0.01% of the parameters. Finally, Dang and Rawlinson’s 2025 preprint explores HRM as a reinforcement learning Agent, allowing it to be applied to dynamic, uncertain or partially observable reasoning problems, or where the “correct” action is undefined (HRM and TRM use supervised learning). They demonstrate that computation from previous environment time-steps can be re-used during execution of a plan, crucial to efficiency and continuity of thought. **References:** 1- Hierarchical Reasoning Model by Guan Wang, Jin Li, Yuhao Sun, Xing Chen, Changling Liu, Yue Wu, Meng Lu, Sen Song, and Yasin Abbasi Yadkori (2025) [https://arxiv.org/abs/2506.21734](https://arxiv.org/abs/2506.21734) 2- Less is More: Recursive Reasoning with Tiny Networks by Alexia Jolicoeur-Martineau (2025) [https://arxiv.org/abs/2510.04871](https://arxiv.org/abs/2510.04871) **3- HRM-Agent: Training a recurrent reasoning model in dynamic environments using reinforcement learning** by Long H Dang and David Rawlinson (2025) [https://arxiv.org/abs/2510.22832](https://arxiv.org/abs/2510.22832) **Speaker bios:** **Long Dang** is currently working as Data Scientist in WSP after graduating with a Bachelor in Computer science from Monash University. He is interested in understanding how neural networks work and how we can do interesting things with them. His current hobbies are learning Japanese and watching youtube. **David Rawlinson** has worked in ML and AI R&D for over 25 years. He has a BSc in Computer Science and AI from Sussex University in the UK and a PhD in robotics & computer vision from Monash University in Melbourne. Currently, he works as a Principal Data Scientist for WSP, an engineering consulting company. He also maintains Causal Wizard ( [https://causalwizard.app](https://causalwizard.app/) ) a ML software application to help people apply causal inference to their data.

**🙋‍♀️**Welcome to our Thursday LATINO language ​exchange meetup.in Partnership with Ms Collins Latin Fiesta, Meet Latinos from many countries and make new friends. **👉We always have between 200 - 250 people attending our Thursday event since this event is listed in 3 different meetup groups.** 👉This is a great opportunity to learn to speak English/Spanish with native and non-native speakers. Many Latino speakers, Europeans, Chinese, Japanese, Koreans, and other Asians attend our fun and friendly party. 🍺: Discounted 15% house beers and wines 🍸: Extra cost for cocktails and spirit 🍲: Food available is to purchase at the bar with 15% discount on menu. 👉**Fee** of **$4.50** to be paid at the entrance. Dancing: After party is at MSCOLLINS LATIN FIEST FREE ENTRY WITH WRSITBANDS COLLECTED FROM THE EVENT AT DIESEL.MSCOLLINS FIEST IS $10 AFTER 10PM. MS COLLINS 🆔 Please carry a Photo ID as you may be asked at the entrance. 👉**Location**: Upstairs at Diesel Bar

## 🌿 **Kismetrix Singles Social Run + Coffee – TAN Track** ## [Register Here](https://www.eventbrite.com/e/jan-25-kismetrix-social-run-coffee-the-tan-track-botanical-gardens-tickets-1979697692089?aff=oddtdtcreator) 📅 **Date:** Sunday, 25 January 🕘 **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) 🎽 **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 + 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 💛 ## 🎟️ **[Tickets & Community Support](https://www.eventbrite.com/e/jan-25-kismetrix-social-run-coffee-the-tan-track-botanical-gardens-tickets-1979697692089?aff=oddtdtcreator)** 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\.

## Learn Infrastructure-as-Code (the FUN Way) — Through Minecraft 🎮☁️ **Joint Meetup: Azure CBUS × Columbus HashiCorp User Group × DevOps Columbus** What if learning Terraform and Infrastructure-as-Code didn’t feel like a whitepaper… but more like a game? Join us for a joint Azure CBUS, Columbus HashiCorp User Group, and DevOps Columbus meetup where **Mark Tinderholt** \(Principal Architect\, Microsoft Azure \| HashiCorp Ambassador \| “The Azure Terraformer”\) shows how **Minecraft** can be used as a surprisingly powerful way to understand real-world Infrastructure-as-Code concepts. In this session, Mark will demonstrate how Terraform and Azure can be used to provision, configure, and manage Minecraft servers—while teaching the same patterns you’d use for production cloud infrastructure. ### What we’ll cover * Infrastructure-as-Code fundamentals using **Terraform** * Provisioning real infrastructure on **Azure** * Applying **IaC best practices** (immutability, repeatability, versioning) * How playful environments like Minecraft make complex concepts *click* * Why learning through experimentation beats click-ops every time ### Who should attend * Developers, platform engineers, and cloud engineers * Terraform users (new or experienced) * Anyone curious about Infrastructure-as-Code but tired of boring examples * Minecraft fans who want to see it used in a totally unexpected way No prior Minecraft experience required—just curiosity and a willingness to learn infrastructure the fun way. Come for the blocks, stay for the Terraform. 🧱➡️📐 Want to be a speaker? submit your talk to our Call for Presenters!!! https://sessionize.com/azure-cbus-2026/

## Learn Infrastructure-as-Code (the FUN Way) — Through Minecraft 🎮☁️ **Joint Meetup: Azure CBUS × Columbus HashiCorp User Group** What if learning Terraform and Infrastructure-as-Code didn’t feel like a whitepaper… but more like a game? Join us for a joint Azure CBUS and Columbus HashiCorp User Group meetup where **Mark Tinderholt** \(Principal Architect\, Microsoft Azure \| HashiCorp Ambassador \| “The Azure Terraformer”\) shows how **Minecraft** can be used as a surprisingly powerful way to understand real-world Infrastructure-as-Code concepts. In this session, Mark will demonstrate how Terraform and Azure can be used to provision, configure, and manage Minecraft servers—while teaching the same patterns you’d use for production cloud infrastructure. ### What we’ll cover * Infrastructure-as-Code fundamentals using **Terraform** * Provisioning real infrastructure on **Azure** * Applying **IaC best practices** (immutability, repeatability, versioning) * How playful environments like Minecraft make complex concepts *click* * Why learning through experimentation beats click-ops every time ### Who should attend * Developers, platform engineers, and cloud engineers * Terraform users (new or experienced) * Anyone curious about Infrastructure-as-Code but tired of boring examples * Minecraft fans who want to see it used in a totally unexpected way No prior Minecraft experience required—just curiosity and a willingness to learn infrastructure the fun way. Come for the blocks, stay for the Terraform. 🧱➡️📐 Want to be a speaker? submit your talk to our Call for Presenters!!! https://sessionize.com/cbus-hug-2026/

This will be an open forum discussion of the book "Native American History."

## Details \#\# Learn Infrastructure\-as\-Code \(the FUN Way\) — Through Minecraft 🎮☁️ **Joint Meetup: DevOps Columbus - Azure CBUS - Columbus HashiCorp User Group** What if learning Terraform and Infrastructure-as-Code didn’t feel like a whitepaper… but more like a game? Join us for a joint DevOps Columbus, Azure CBUS and Columbus HashiCorp User Group meetup where **Mark Tinderholt** \(Principal Architect\, Microsoft Azure \| HashiCorp Ambassador \| “The Azure Terraformer”\) shows how **Minecraft** can be used as a surprisingly powerful way to understand real-world Infrastructure-as-Code concepts. In this session, Mark will demonstrate how Terraform and Azure can be used to provision, configure, and manage Minecraft servers—while teaching the same patterns you’d use for production cloud infrastructure. \#\#\# What we’ll cover * Infrastructure-as-Code fundamentals using **Terraform** * Provisioning real infrastructure on **Azure** * Applying **IaC best practices** (immutability, repeatability, versioning) * How playful environments like Minecraft make complex concepts *click* * Why learning through experimentation beats click-ops every time \#\#\# Who should attend * Developers, platform engineers, and cloud engineers * Terraform users (new or experienced) * Anyone curious about Infrastructure-as-Code but tired of boring examples * Minecraft fans who want to see it used in a totally unexpected way No prior Minecraft experience required—just curiosity and a willingness to learn infrastructure the fun way. Come for the blocks, stay for the Terraform. 🧱➡️📐

**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 **Abstract** GitHub Copilot is rapidly changing how developers write, understand, and maintain code. Powered by generative AI and deeply integrated into modern development environments, Copilot acts as an intelligent coding assistant, helping developers move faster while maintaining quality and focus. In this session, we’ll explore what GitHub Copilot is, how it works, and where it fits into a real-world developer workflow. We’ll break down what Copilot can (and cannot) do, where it can be used, and how licensing differs for individuals and organizations. Most importantly, this talk goes beyond theory with a live, hands-on demo showcasing Copilot inside the IDE and on GitHub, demonstrating how it can assist with code generation, refactoring, learning new APIs, and accelerating day-to-day development tasks. Designed for developers, technical leads, and engineering managers, this session provides a practical introduction to AI-assisted development, highlights best practices for getting value from Copilot, and closes with guidance on how to continue learning and evolving alongside this rapidly advancing tool. Attendees will leave with a clear understanding of how GitHub Copilot can enhance productivity, improve developer experience, and fit into modern software teams today, not someday. **YouTube Link** TBA

2026 may be the last year many developers write code by hand. We need coding agents to solve complex problems in production codebases, but vibe coding alone won’t get us there. Vibe coding is all gas, no brakes. It burns up the context window until the agent slips on its own slop. You can go fast at first, but the more you stuff into the context window, the more tangled its outputs get. While the industry is rapidly increasing code generation speed, we still have to understand, review, merge, and maintain what gets shipped. This talk featuring Michael Geiger will outline how coding agents (Claude Code + Gas Town) work and a framework for orchestrating them to solve complicated problems in complex codebases. It’s about steering the model: doing the research to align intent, planning the approach up front, implementing in parallel steps, and breaking early. Human judgment still matters, but it should be spent on high-leverage decisions: what to build, what to forbid, and “what is quality?”, not cleaning up slop. Attendees will leave with a checklist to identify workflow and environment gaps that hold agents back, so you and your team can ship higher-quality software starting tomorrow.

Bring your work or your hobby, hang out, and code with us. Follow @buckeyecocoa for more information.