Continuous Integration

**NOTE: Meeting location change from 6 pm till finish will be entirely at [Fonda Mexican restaurant, 248 Swan Street, Richmond](https://maps.app.goo.gl/eytwnmbDGrmTY7GX7)** **This will be a scaled-down meeting (primarily discussion only) due to lack of access to the normal meeting room.** **Apologies for any disruption to everyone's plans for this evening.** **Aim** Developing A.I / Machine Learning systems ... optionally with Robots **Web-site: [https://ai-ml-robots.github.io](https://ai-ml-robots.github.io)** **Discussions: [https://tinyurl.com/ai-ml-robots-discussions](https://tinyurl.com/ai-ml-robots-discussions)** **Pre-meeting catch-up:** 6:00 pm at [Fonda Mexican restaurant, 248 Swan Street, Richmond](https://maps.app.goo.gl/eytwnmbDGrmTY7GX7) ***(our table will have orange traffic cones)*** ... great opportunity for casual discussion and especially for newcomers to get acquainted with the group **Activity:** Using [Google Colab](https://colab.google) and [Aiko Services](https://github.com/geekscape/aiko_services), we will build a project ... where the details will be provided / updated a couple of weeks prior to the meet-up date. **Agenda: 7:00 pm: Continue at [Fonda Mexican restaurant, 248 Swan Street, Richmond](https://maps.app.goo.gl/eytwnmbDGrmTY7GX7) (no access to regular meeting room)** **Please bring a laptop, as these are hands-on build sessions.** Just think of a laptop as a robot without wheels or legs ! If you are a newcomer to Machine Learning or robotics, you are still very welcome. If you do have a robot, please bring it along !

NuCalm is a patented, drug-free neuroscience technology designed to rapidly reduce stress, improve sleep quality, and aid recovery by shifting the body from a "fight-or-flight" state to a deeply relaxed parasympathetic state within minutes. [https://stamina.xosialx.com/nucalm.html](https://stamina.xosialx.com/nucalm.html) It uses neuroacoustic software, a biosignal processing disc, and light-blocking eye masks to guide brain waves from active beta states down to alpha/theta (relaxation/meditation) levels NuCalm uses a patented, clinically proven pitch and frequency matrix with non-linear oscillating algorithms to safely present your brain with precise signals, prompting what is known as a frequency-following response. Your brain synchronizes with the incoming NuCalm signals helping you naturally and effortlessly manage your state of mind by speeding up or slowing down your brain wave frequencies. NuCalm has mapped all of your brain wave frequency zones and created products to safely and predictably guide you to whatever mental state you desire. The amazing thing is, NuCalm is all-natural and works every time you use it within minutes. The best thing to do now is to watch the video on the website and download the NuCalm app. All you need is a headset and eye mask. This app purchase is covered with a 30-day money-back guarantee. Get started today and FEEL the difference even 15 minutes can make. WATCH THE VIDEO ON THE WEBSITE. [https://stamina.xosialx.com/nucalm.html](https://stamina.xosialx.com/nucalm.html)

Have you been interested in woodworking, 3D printing, CNC, cosplay or Electronics? Come visit Maker Community to get a tour of our space, learn about our memberships, have a chat with our members and discuss your dream projects.

**Register now to attend! =>** [https://konfhub.com/ksug-au-2026-03-12](https://konfhub.com/ksug-au-2026-03-12) **<=** **Latest promotions** discovered by our community! * Missed **75%** off [LF / CNCF](https://lf.ksug.ai/)? [Get Notified](https://ksug.ai/?notify&ref=meetup) for next BIG drop! * **20%** off [KubeCon Europe](https://ksug.ai/events/?ref=meet) 2026 using code **KSAI20** * Up to **30%** off popular [Books](https://ksug.ai/books/?ref=meet) and [Events](https://ksug.ai/events/?ref=meet) We're excited to welcome you to the upcoming Hands-on workshop — happening in-person at at Amazon ! 🎉 We're actively seeking more awesome AI topic speakers! 👉 [https://speaker.ksug.ai](https://speaker.ksug.ai) **About the event** Learn how to deploy and scale AI applications using Amazon EKS (Elastic Kubernetes Service). This hands-on workshop demonstrates how to build a complete generative AI platform with automated cluster management, hybrid infrastructure, and enterprise-grade observability. **What You'll Learn:** * Leverage EKS Auto Mode for automated Kubernetes cluster management * Architect hybrid node pools for optimal performance and cost efficiency * Implement end-to-end observability and LLM serving with vLLM **Hands-on Lab Experience:** Learn directly from AWS experts who have helped organizations successfully deploy and manage large-scale GenAI infrastructure. Through hands-on labs and real-world examples, you'll learn to master: * EKS cluster setup optimized for NVIDIA GPU workloads * Efficient model serving and scaling using vLLM * Distributed inference architecture implementation with Ray * Comprehensive monitoring and observability using Prometheus and Grafana * Best practices for production GenAI deployments on Kubernetes. **Who Should Attend:** Whether you're looking to deploy your first language model or scale existing GenAI workloads, this workshop will provide you with best practices and hands-on experience using industry-leading tools and frameworks. **Requirements:** * Bring your laptop and power adapter * AWS account access will be provided * Basic familiarity with cloud infrastructure concepts * Basic Kubernetes concepts Through guided exercises, you'll gain practical experience deploying and managing enterprise AI applications on AWS infrastructure. **Full Agenda** **Introduction - AI Platform on Kubernetes** 09:30 - 09:45 GMT+11 Nikola Cuca & Hantzley Tauckoor Explore the fundamentals of running AI/ML workloads on Kubernetes and understand why container orchestration is crucial for GenAI deployments. Learn key concepts and benefits of running AI platforms on Amazon EKS. **Hosting inference workloads on Amazon EKS** 09:45 - 10:30 GMT+11 Frank Fan Deep dive into designing scalable AI architectures that combine cloud and on-premises resources using Amazon EKS, focusing on inferencing. **Hands-on: Explore environment, vLLM model loading, scaling vLLM** 10:30 - 12:00 GMT+11 Frank, Don & Parikshit Hand-on labs on inferencing on EKS using vLLM **Lunch Break** 12:00 - 13:00 GMT+11 **Voice of customers & panel discussion** 13:00 - 14:00 GMT+11 Panel Hear from existing customers who implemented similar architectures in their production environment. **Introduction to monitoring and observability** 14:00 - 14:15 GMT+11 Melchi & Parikshit Explore observsability stack for AI on EKS **Hands-on: Observing LLM Inference workloads** 14:15 - 15:45 GMT+11 Don, Frank & Melchi Hand-on labs on observsability stack for AI on EKS **Quiz & Wrap-up** 15:45 - 16:00 GMT+11 Nikola & Hantzley Interactive knowledge check covering key concepts learned throughout the workshop. Review of best practices, Q&A session, and discussion of next steps for implementing GenAI workloads on EKS. **[Register here](https://konfhub.com/ksug-au-2026-03-12) to secure your spot!** See you all there! **Location:** Amazon MEL12, Level 13.304 [555 Collins St, Melbourne VIC 3000](https://maps.app.goo.gl/Kbi13GZqj2zDqDz2A) 👉 Join our [Discord](https://discord.com/invite/Rp9WzYyKua) and [WhatsApp](https://chat.whatsapp.com/D9a9IDiCS7U4cqQ0Sh60cz?mode=gi_t) for latest update! 🔖 𝐎𝐧𝐠𝐨𝐢𝐧𝐠 𝐃𝐢𝐬𝐜𝐨𝐮𝐧𝐭𝐬: ☸ 30% OFF **[Kubernetes](https://lf.ksug.ai/)** Certs - Code: **30K8SUG** ☸ 37% OFF **[KodeKloud](https://ksug.ai/kk/?ref=meet)** Plans - Code: **K8SUGKK** 𝐖𝐡𝐲 𝐖𝐞 𝐃𝐨 𝐓𝐡𝐢𝐬: ✅ Learn 𝐅𝐀𝐒𝐓𝐄𝐑 ⚡ ✅ Certify 𝐒𝐌𝐀𝐑𝐓𝐄𝐑 💰 ✅ Grow 𝐒𝐓𝐑𝐎𝐍𝐆𝐄𝐑 💪 𝟐𝟎𝟎,𝟎𝟎𝟎+ follow **[KSUG.AI](https://ksug.ai/?ref=meet)** 🔥 [linktr.ee/ksug.ai](https://linktr.ee/ksug.ai) *By registering, you consent to the management of your personal information in accordance with KSUG.AI Meetup's [Privacy Policy](https://k8sug.ai/privacy). Additionally, you agree that our sponsors may contact you.* **[KSUG.AI](https://ksug.ai/?ref=meet)** is an independent community and not affiliated with or endorsed by CNCF. Kubernetes, K8s, Kubestronaut are registered trademarks of The Linux Foundation.

The theme for this week is **“Jumping Into Conversations (without the awkwardness).”** Ever wanted to join a conversation but weren’t quite sure **how to jump in**? This week we’ll try out **simple, natural ways to start or enter conversations** without it feeling forced. We’ll do a few **fun, low-pressure activities** that help break the ice and make it easier to talk to people you’ve just met. You might be surprised how a **small moment of courage** can turn into a **really nice conversation**. There’s **no right or wrong way to do it** \- just a **relaxed space to chat, laugh, and connect**. Would love to see you there! Meeting point: [https://maps.app.goo.gl/U3oaqAs5gAoz5EKV6](https://maps.app.goo.gl/U3oaqAs5gAoz5EKV6)

The Pet Store Agent Quest is an introductory AWS GameDay challenge focused on Agentic AI development using Amazon Bedrock AgentCore and the Strands framework. This Quest is designed to give attendees hands-on experience building and working with AI agents, utilizing prompt engineering and Amazon Q Developer Pro to assist in solving a series of challenges. Participants will build AI agents for a new Virtual Pet Store, creating specialized agents for pet recommendations, care advice, and customer service while implementing appropriate guardrails for responsible AI responses. AWS GameDay is an interactive, team-based learning opportunity where participants use and expand their AWS skills in a realistic, gamified, risk-free environment. Participants are given an AWS account to share with pre-provisioned infrastructure that they will evolve in response to realistic business and technical requirements designed to challenge them. Teams will be given 1.5 hours to play through the GameDay and there will be an awards ceremony at the end of the event. **A laptop is required to participate.**

**International Women’s Day Lunch 2026 — *Balance the Scales*** Celebrate International Women’s Day with an uplifting and intentional women’s lunch centred on this year’s theme, *Balance the Scales*. Join us for an afternoon of connection, conversation and community as we explore how justice, fairness and inclusion show up in our lives — and how we can contribute to real change together. Bring your sparkle, dress up a little if you like, and be ready to engage in meaningful small-group discussions guided by thoughtful questions inspired by the *Balance the Scales* theme. These conversations are designed to deepen connection, inspire new perspectives and invite collective action. After facilitated discussions, there’ll be time to relax, mingle and continue the conversation over lunch. All ticket proceeds will be donated to **SisterWorks**, supporting migrant and refugee women to build economic independence and community — a beautiful way to put *Balance the Scales* into action locally. Please note lunch is purchased at own cost. Drink is included in ticket purchase. Expect: ✨ Thoughtful small group rounds ✨ Deep connection with other women ✨ Space for reflection and casual conversation ✨ A meaningful contribution to community impact

Welcome back to an exciting year of .NET meetups. We are excited to host our first event of the year to dive into the Microsoft Agent Framework that has recently reached General Availability. Our friend Rakesh has a hands-on journey planned for us to make the most of the new framework and helping us build an agent powered app (it's not just a simple chatbot)! So feel free to bring your laptop and follow along. **Agenda:** * 5:30pm arrival - Food and drinks provided in-person * 6pm kickoff - Welcome & Introduction and few words from our Sponsors - 10 min * 6:10pm - Session 1 **Session 1: Practical introduction to the Microsoft Agent Framework** by [Rakesh Lakshminarayana](https://www.linkedin.com/in/rakeshl/) With the first Release Candidate of the Microsoft Agent Framework now available, this is an exciting time to start building AI agents using the framework. In this beginner-friendly session, we will explore the foundations of AI agents and the common challenges involved in moving beyond traditional chatbots. We’ll look at where the Microsoft Agent Framework fits in and how it enables you to design agents with structured memory, tool integration, and practical hosting patterns. Through live examples, we will build an agent step by step - giving you a clear understanding of how it works and how to apply these patterns in your own projects. **Hosts:** * [William Liebenberg](https://www.linkedin.com/in/william-liebenberg/) \- Microsoft \.NET MVP \| Consultant at Arinco * [Bron Thulke](https://www.linkedin.com/in/bronthulke/) \- Microsoft \.NET MVP \| CTO / Co\-Founder at YouLi * [Tama Waddell](https://www.linkedin.com/in/tama-waddell/) \- Consultant at Arinco **Sponsors:** We have some amazing sponsors that help make this event possible: * [Arinco](https://arinco.com.au/) \- Venue\, Food and Drinks **Location:** In-Person at Arinco Melbourne. Level 6 / 440 Collins Street, Melbourne CBD 🗣 Apply to speak now: [https://bit.ly/melb-dotnet-cfp](https://bit.ly/melb-dotnet-cfp)

Our regular monthly presentation night on the second Thursday of the month from 6:30pm! Thanks to Mantel Group for hosting us again this month. If you're coming in person we're there with food and drinks from 6pm. We will be live streaming the presentations as usual from 6:30pm at [http://www.melbournecocoaheads.com/live](http://www.melbournecocoaheads.com/live) \-\-\- **Agenda** \| 6:00pm \| Food \+ Networking \| \| 6:30pm \| Event begins\. Introductions \| \| 6:40pm \| Luke Howard — An embedded audio product built with Swift \| \| 7:15pm \| TBC \| \| 7:55pm \| Wrap up \+ social time at a nearby venue \| \* All times are approximate. Presentation order will be confirmed on the night. \-\-\-\- We are always looking for speakers and believe everyone has an interesting talk hiding inside themselves. If you are interested in letting that talk out at a future event you can get in touch on the website [https://www.melbournecocoaheads.com/talks](https://www.melbournecocoaheads.com/talks) or on Slack.

Drake Lundstrom is presenting: Code Anywhere by Talking to your Phone Abstract: Have you heard the trend of people deploying code anywhere from checkout lines to doctors' offices? In this talk, you will learn how to talk to your phone and have an app on Azure to show your friend 5 minutes later. The basic DevOps tools you already know, plus a little bit of AI magic, are all you need! If you want to follow along, the demo will be in Azure with GitHub Actions and GitHub Copilot, and you can have it set up on your phone by the end of the session. Just come in with an Azure account and a GitHub repo. Join us for pizza, drinks, and networking @ Improving's office. Doors open at 5:45.

Discover Kiro, AWS’s innovative development environment that adapts to your workflow. Whether you prefer specification-driven development or a more intuitive, vibe-based approach, Kiro empowers you to build applications your way. In this session, speakers will explore Kiro’s core functionality and its evolution through re:Invent 2025, along with demonstrations of prompts used to create APIs, hooks, and steering documents. In the latter part of the session, watch as we build a complete example from scratch, showcasing Kiro’s agentic AI workflow in action for spec-driven development and vibe coding. What You'll Learn - Core Kiro concepts and development philosophy Feature evolution: pre and post re:Invent 2025 Practical examples: API creation, hooks, and steering docs Live coding demonstration with real-time problem solving Who Should Attend - Developers, solutions architects, and technical leaders interested in modern AWS development tools and AI-assisted coding workflows. **Speakers Bio:** Matthew Jorat: Matthew Jorat is a Customer Solutions Manager at AWS with nearly three decades of expertise in AI, cloud transformation, migration, modernization, IT, technology, and business. His career spans infrastructure engineer, solutions architect, security auditor, customer success director, support and services director, and operations officer. He was an early adopter of AWS services as a customer, and his current role at AWS uniquely blends his technical and business skills as he partners with executive teams to translate strategic priorities into measurable business outcomes through cloud adoption, AI implementation, and operational excellence. Matt leads end-to-end AI initiatives for enterprise customers, identifying high-impact use cases and maintaining relentless focus on measurable ROI. He holds eight AWS certifications and serves as Adjunct Professor at Franklin University teaching cloud computing and AWS architecture. His expertise encompasses GenAI, agentic AI systems, migration, modernization, and optimization strategies that drive transformation at scale. [https://www.linkedin.com/in/mattjorat/](https://www.linkedin.com/in/mattjorat/) Girish Bhatia: Girish Bhatia is a seasoned technology delivery leader with deep expertise in cross-domain program management. He holds multiple AWS certifications, including AWS Certified Solutions Architect – Associate, AWS Certified Developer – Associate, and AWS Generative AI Practitioner, and is also an AWS Community Builder. Girish brings over two decades of experience in the information technology industry. Throughout his career, Girish has led major technology-driven business transformation from modernizing on-premises applications to driving large-scale cloud migrations. His work includes API-based integration platforms, data-center and mainframe modernization, and enterprise cloud adoption initiatives. Based in Columbus, Ohio, Girish works at a tech-forward fintech company. He is passionate about AWS serverless architectures, Generative AI and emerging cloud technologies. An avid learner and builder, he continues to explore and apply the latest innovations in AWS to help organizations accelerate their digital transformation. https://www.linkedin.com/in/girishbhatia/[https://www.linkedin.com/in/girishbhatia/](https://www.linkedin.com/in/girishbhatia/) **THANK YOU** *Franklin University* for hosting our meetup! To learn more about *Franklin University*, please visit their website: https://www.franklin.edu/ **DIRECTIONS** Franklin University Fisher Hall 300 E. Main St, Columbus, OH 43215 Map: https://maps.app.goo.gl/jxjBA2hUmS5qrvhq8 Parking is FREE! Please park in Lot C in front of Fisher Hall. See attached map. NOTE: Map the address only. When mapping with Google Maps it may use the Fisher Hall at OSU, which is NOT correct. **Want to sponsor the pizza and/or bar tab?** Please contact me if you would like to sponsor this meetup's pizza and/or bar tab: angelo@mandato.com

**How to take control of your subconscious and harness its power!** Join us for an eye-opening lecture where the speaker will break down complex ideas in a clear and practical way. You’ll gain insights into: ✅ The true definition of the subconscious ✅ How it generates unwanted emotions ✅ Its real purpose and function ✅ What determines the pressure it exerts on you And the most important topic: **How do you take control of your subconscious!** But this isn’t just another lecture where you sit and listen passively. It’s interactive and engaging—you can ask questions at any time. 📅 Reserve your spot now! Seats are limited, so don’t wait too long to sign up. Location: 1266 Dublin Rd, Columbus, OH 43215 Hosted by the Hubbard Dianetics Foundation

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

Let’s meet, wander the exhibits and open galleries, and enjoy an evening out in the Franklinton Arts District. (Nearby pay parking is available in the garage on McDowell, right around the corner from One Line Coffee, and, past it along the curb as McDowell dead ends.)

One of the most valuable parts of this community is the opportunity to think out loud with other product professionals. This session is built for exactly that. As we wrap up the quarter, it’s a great time to pause and reflect. What’s on track? What needs adjustment? Where could a small shift create bigger impact? Join fellow product professionals for a focused, interactive conversation designed to help you recalibrate for the next quarter. You’ll have the opportunity to share where you are, hear how others are thinking through similar challenges, and gain fresh perspective you can bring back to your team and organization. We’ll gather at 8:00AM, with discussion starting promptly at 8:15AM. 📍 First Watch - 7227 N High St Located in: The Shops at Worthington Ample parking is available. Food and beverages will be available for purchase. Start your morning with clarity and connection — we hope to see you there! ☀️

# **Band and caller TBA** Beginner lesson at 1:30, regular dancing begins at 2:00 pm NOTE THAT WE ARE TEMPORARILY DANCING IN THE AFTERNOON INSTEAD OF EVENING. Dance with us in the afternoon then you can still go out in the evening! **Sponsor: All Soles Contra and Square Dancing, First Unitarian Universalist Church, 93 W. Weisheimer Rd., Columbus OH 43214** WHAT IS CONTRA DANCING? Picture the Grand Ball scenes like you’ve seen in period films such as “Pride and Prejudice”, where the dancers are lined up in long lines, across from each other. That’s English Country Dancing, the predecessor of contra dancing. Now, add moves like “swing your partner” and “do-si-do,” like you’ve seen in square dancing. Set it to fabulous, high energy, live music with fiddles, guitars, percussion and more, alá “Riverdance.” Finally, set the whole scene down in the middle of Woodstock, with a hip, groovy atmosphere, a bit of tie-dye, and hints of counter-culture attitude. THAT’s Contra Dancing! Wear cool and comfortable clothes (you will get warm) and clean shoes that won't mark up our nice wood floor. Be sure to come for the beginner's lesson from 1:30 - 2:00, followed by dancing 2:00 - 430. All dances are taught; we will help you learn! Beginners always welcome, no need to bring a partner. Cost is $10.00 adults, $5.00 ages 12-26. Under 12 free. Free parking in church lot. Please bring your own refillable water bottle.