WCF

In this hands-on workshop, you'll go from zero to a fully deployed multi-agent system on AWS — no prior AgentCore experience needed. We'll build a real multi-agent research assistant, step by step: \- Deploy your first AI agent using the Strands framework and BedrockAgentCoreApp — running in the cloud in minutes \- Orchestrate multiple agents with the A2A \(Agent\-to\-Agent\) protocol\, a cloud\-agnostic standard that lets agents discover and call each other securely via IAM \- Connect external tools — wire in PubMed via MCP Gateway\, deploy a citation manager as a Lambda function\, and expose your own MCP server By the end you'll have a working orchestrator agent that routes queries to a search specialist, calls real APIs, and manages citations — all running on AgentCore Runtime with proper IAM permissions and CloudWatch observability. What to bring: \- Laptop with Python 3\.11\+ and AWS CLI installed \- An AWS account \(free tier works for most of the workshop\) Skill level: Intermediate — some Python and basic AWS familiarity helpful. No prior agent development experience required.

**Unpacking Red Hat Summit 2026: OpenShift, Virtualization, and the AI-Ready Enterprise** The Red Hat Summit in Atlanta was loaded with a ton of new stuff - product launches, tech updates and real world stories. Come join us at the meetup where we have 5 speakers giving a rundown of relevant updates. * Simon will discuss AI Token Economics and AI/ML updates. * Sam will deliver an update on the Summit experience. * Ben will cover Developer News * Nick will present the OpenShift roadmap * Mohan will share several Customer Stories. Look forward to seeing you there. Pizza and drinks available early. Doors at 5:30pm for 6pm start. OpenShift Meetup team

It's DDD but \***lightning**\*. The evening will be a hybrid event hosted by the DDD Melbourne crew and consist of short & sharp presentations of fifteen minutes in length on a dev related subject. Venue space is limited, we cannot accommodate more than **130 people**. First come first served! **ONLINE ATTENDANCE** You can join us online, we'll aim to get the call started somewhere around 6pm before we have our introductions and first speaker. Remote audience link --> https://www.youtube.com/watch?v=octKT8vL60E You can ask questions of our speakers via Slido. We'll try to ask your questions as they come through on Slido, but we may not get to all of them. **TALKS** **Rupesh, Quality Engineer Practice Lead at Fabric Group:** Validating AI Systems in a Probabilistic World Traditional software testing assumes deterministic behavior—the same input produces the same output every time. Modern AI systems, particularly LLMs and agentic workflows, behave differently. Responses can vary based on context, prompts, model state, and external dependencies, making conventional testing approaches insufficient. This presentation explores how organisations can establish confidence, quality, and governance for non-deterministic systems through new testing methodologies, evaluation frameworks, and observability practices. It will cover emerging tooling such as DeepEval and Botium, along with strategies for measuring accuracy, relevance, safety, hallucination risk, and user experience in AI-driven applications. **Leah Garrett** My Screen Moves Now: Notes From a Web Dev Building Robot UI I went from building web apps to building the face of a robot. In this talk I'll cover what changes when your UI has a body, from testing things you can't see in a browser to designing for a screen that won't stay still, and how AI tooling helped me get up to speed. **Gordon Chen** Building a Modern eCommerce Marketplace with AI As AI capabilities advance, what role is left for developers, and what skills should we prioritise? Drawing on over 20 years of experience in software engineering and data engineering, Gordon shares his thoughts from building a modern eCommerce marketplace with AI, tackling the shift toward spec-driven development and where human elements remain critical. **@tensorfish** "Ok claude, real-time transit map of melbourne. Make no mistakes." This talk walks through building MykiMap: a live, GPU-accelerated map of every tram, train, and bus moving across Melbourne’s transit network. Along the way, we’ll get into the agentic coding workflow: what it’s genuinely productive for, and what’s just hype.​​​​​​​​​​​​​​​​ **CODE OF CONDUCT** All DDD events are subject to the DDD Code of Conduct available at [https://www.dddmelbourne.com/code-of-conduct/](https://www.dddmelbourne.com/code-of-conduct/) **VENUE AND FOOD SPONSOR** [Fabric Group](https://www.fabricgroup.com.au/) **FUTURE EVENTS** Are you interested in speaking at a future DDD by Night? That's awesome, we'd love to have you! We take speakers of all experience levels and offer training too. [Fill out this form](https://forms.office.com/r/12c0CvLwQk) and we'll be in touch. **FEEDBACK** Feedback, whether it's good or constructive, helps us grow and improve these events and so we'd love for you to fill out the form here --> [https://forms.office.com/r/MB8WGKv9Bi](https://forms.office.com/r/MB8WGKv9Bi)

Health, Wealth & Happiness (Success) Through Communication, Free Class! Perhaps unnoticed by ourselves but your Communication level is your Life's Most Valuable Skill. You learned how to talk..... but did you learn how to communicate? You need outstanding communication skills to have fulfilling relationships and truly get what you want out of life. Experts estimate that lack of communication is the leading cause of all failed relationships. Friendships, family, peers, professional and intimate relationships are all affected by the proficiency of your communication - The better the communication, the better the relationship. Communication is more then just speaking and listening - it is the foundation upon which every relationship in your life is build. Communication - real communication can take down invisible walls that block understanding and prevent happiness and success. Correct communication is integral to your prosperity (ability to earn and control money) and well-being (Health and Happiness). Today you will learn that there are 18 essential exact interpersonal communication skills needed to boom your self-confidence and life itself. The solvent for anyone's' problems is improved Communication. Therefore improving your knowledge about communication and improving your skills will transform your future. Free Parking, Coffee and Tea provided. Unable to attend our meetups? : Watch Scientology Network TV. go to : www.scientology.tv or www.twitter.com/scientologytv or www.facebook.com/scientologytv or Instagram.com/scientologytv or www.youtube.com/scientology This free class is open to all people of goodwill. Our meetup classes contain universal knowledge that is applicable to all of us and can be used by anyone of any faith as well as by those with no faith. It consist of practical tools that can be used straight away. Our meetups contain TOOLS for better living that will assist you in achieving your goals!

One day up... the next day down. When you suddenly start making mistakes, it is caused by something. When you feel happy and, for no apparent reason, suddenly start feeling down, somebody made this happen. If you have experienced a roller coaster of emotions or ups and downs in your life, someone around you could be suppressing you- squashing you or trying to make you smaller. There are specific types of personality- those who wish people well and those who are ill-intentioned. Today's free meetup class is about how to handle the causes behind your misfortunes. With the right knowledge applied you can change your life for the better, make those ups and downs a thing of the past and aspire to your highest goals. Know Yourself, Know Life. Tanja and Michel Can't make it to our meetup? SMS 0412 812 611 or watch the free to air TV programs at www.scientology.TV . Scientology network TV now broadcasts 24/7 and you are invited.

Let's have fun while watching the night view with our friends! 🏃‍♂️Training menu🏃‍♂️ Every Wednesday 6:00p.m~ 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】 6:00 p.m Gathering 6:10 p.m Start 7:00 p.m End of training Challengers we are waiting for you 😊

Join us for an engaging evening at the next Melbourne Databricks User Group Meetup! We have a great line up of speakers for the night who will be sharing their learnings from implementing Lakebase on Databricks as well as a talk on Transforming Water Utility Operations with AI. **Speakers;** * **Shreya Sharma**, Solution Architect at Databricks: *A tour of Databricks' serverless Postgres for operational apps and AI agents and the headline features (branching, autoscaling, scale-to-zero, horizontal reads). Then a rundown of what's shipped in the last few months — Lakehouse Sync (Postgres → Delta CDC), scale-to-zero as the default, customer-managed encryption keys, and OTLP metrics/logs.* * **Derek Huang,** Solution Architect at Databricks: *Transforming Water Utility Operations with AI: from Reactive Monitoring to Real-Time Intelligence* Why Attend? The Databricks User Group is your chance to: * **Learn from experts**: Hear about the latest Databricks developments and best practices directly from industry leaders and experienced practitioners. * **Network with peers**: Connect with other data professionals in Melbourne who are passionate about data, AI, and analytics. * **Share knowledge**: Engage in discussions, ask questions, and exchange ideas with other members of the community. Event Details: * **Venue Host**: Vivanti Consulting, Level 20, Tower Five, 727 Collins Street, Docklands, VIC 3008 * **Date:** Thursday 11th June, 2026 * **Timing**: 5:30pm-8pm * **Catering and Drinks provided** RSVP today to secure your spot and feel free to invite colleagues or friends interested in Databricks and data-driven innovation. We look forward to seeing you there!

Hi Gophers! We're at Atlassian this June to talk carbon footprint calculations for Claude and building a custom Kubernetes PaaS in Go. * **Agenda** **5.45pm — Food & Networking** **6:30pm — Intro** **6:45pm — Talks** **8.00pm — Wrap up then head out for kick ons** * **Talks** **🎤 Mia de Búrca** **What I Learnt Writing a Carbon Awareness Skill for Claude** (short talk) Having recently left my senior IC job in tech, I wanted to take some time to pursue green software principles, in **particular** how they apply to our use of AI. Since I'm an engineer, and engineers learn by doing; I decided to build an MCP server using sustainable software practices, and have it serve up a skill that would let an LLM ask what **its** carbon footprint had been for the conversation so far. The talk describes what I built and why, and how the implementation **and** infrastructure were a breeze **compared** to finding some real numbers to back up the carbon equivalence calculation. **🎤 Ryan Djurovich** **How I built Podplane - an Open Source PaaS running Kubernetes on Object Storage** About Podplane: Want to deploy your app easily and securely on AWS, Google Cloud, or Proxmox? Podplane is an Open Source Platform-as-a-Service built on Kubernetes with all state stored in Object Storage. It consists of a CLI, etcd alternative ([netsy.dev](http://netsy.dev)), auth server ([easy-oidc.dev](http://easy-oidc.dev)), and next-gen auto-scaler ([nstance.dev](http://nstance.dev)) - all written in Go. \* **Interested in speaking at an upcoming event?** We will aim to have a mix of short (\~10min) and in-depth (20-30min) talks. If you’re keen to give a talk on a topic, share a project, or idea, please let us know [bit.ly/GolangMelbourneSpeakersForm](https://bit.ly/GolangMelbourneSpeakersForm)

Welcome to WWDC Week! As is tradition, Apple has scheduled WWDC to coincide with our June monthly presentation night, so join us this Thursday for the post-WWDC discussions. 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 \| WWDC Recap \| \| 6:50pm \| Luke Tupper – Supercharging multi platform development \| \| 7:20pm \| Panel discussion on the announcements at WWDC \| \| 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.

**Welcome to Badminton Social (羽球匯友) Meetup!** Join us for regular badminton, social meetups, and a great time on the court around Caulfield. Let's build a welcoming badminton community and make some amazing memories together! Whether you are a beginner or a pro, this event is perfect for anyone looking to stay active, make new friends, and enjoy some friendly plays. Our group is made up of both local and international members, creating a diverse and welcoming atmosphere for everyone to join in. Not only will you have the chance to improve your Badminton skills and stay fit, but you'll also have the opportunity to connect with like-minded individuals who share a passion for healthy living and staying active. Come and be a part of our community in Melbourne, where friendships are made on and off the court. **Details as below:** When: 13 June, this Saturday Time: 5pm - 6.30pm Where: Monash Sport Caulfield (1-min walk from Caulfield Station / free parking around the Station) Fee: $12 per head (PayID to the organizer) *#Limited spots - first come first served (RSVP)* *#Please bring your own racket(s); or you can rent it from the Centre (if needed)* ***#Please kindly update your RSVP as soon as possible if you need to cancel, so hopefully others can still get a spot to join. Cancellations within 24 hours or no-shows will be charged the full rate - Many thanks for your understanding and cooperation.*** *#Please let the organizer know after the first play, if you'd like to play regularly with the group ongoing and enjoy exclusive offer - Organizer will add you to our Whatsapp group for the regulars :)* *DISCLAIMER:* *By* *attending any event hosted by this Meetup group, you acknowledge and accept that participation involves inherent risks, including injury or loss of property, and you assume full responsibility for your safety. The organizers are not liable for any damages, injuries, or losses that occur, regardless of cause. You agree to follow any event guidelines, act responsibly, and understand that you are responsible for your own well-being. By attending, you accept these terms.*

**Join us at the Melbourne Biz Apps User Group: Launch Event!** 🎉 We've been working hard behind the scenes, and the day is finally here. Come celebrate the launch of Melbourne's newest Biz Apps community with us. **🎤 Featured Session: Vendor Onboarding Agent with Copilot Studio** *Presented by Dharanidharan - Microsoft MVP, Engineering Lead* Vendor onboarding is one of those processes that quietly eats hours — manual document checks, back-and-forth approvals, risk assessments done in spreadsheets. There's a better way. Dharanidharan will walk us through how to build an enterprise-grade AI agent that handles vendor onboarding end-to-end, from document upload through to automated risk assessment and manager and compliance approvals. Everything tracked. Everything auditable. **Built using:** * Copilot Studio for conversational onboarding * AI Builder for automated document extraction * Power Automate for risk scoring and approvals * Dataverse and model-driven apps for full auditability This is a reusable pattern for anyone working with document-heavy, compliance-driven processes. Real architecture. Real implementation. **⚡ AI Bytes** Before we dive in, we've got some fun community activities lined up to get you inspired, warmed up, and ready to geek out. Come ready to participate! **🍕 Food, Drinks and Networking** Good food, good drinks, and good people, and we'll have plenty of time on the night to mingle, connect, and meet your fellow Biz Apps practitioners in Melbourne. **This event is for you if you:** * Work in Power Platform, Dynamics 365, or Copilot Studio * Want to see how AI agents are being built in the real world * Are curious about intelligent automation at enterprise scale * Just want to meet other Biz Apps practitioners in Melbourne We can't wait to see you there! 🙌

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.

Whether you're a Christian or not, this is the place for you! Every Friday night we get together for fun, games, free food and great discussions🙌 Messages for exact address! Come along to see what the Bible says about 'Dating, Friendship, Money, Fear and much more'. Most don't RSVP so we usually have about 10 - 15 attend. Contact for more details! Sean: 0490 696 844 Teigan: 0490 703 387

Topic to be announced. **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

We are bringing Microsoft Build sessions to Columbus Ohio! The Central Ohio Azure Meetup and Central Ohio .NET Developer's Group (CONDG) are coming together to bring some of the labs and breakouts from Microsoft Build to your backyard. In this free, 1 day event, you are going to Build stuff with us! And yes, there will be free food. Please RSVP via [Microsoft Build //localhost:columbus | Microsoft Reactor](https://developer.microsoft.com/en-us/reactor/events/27247/).

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

**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** *Customize the IDE: Building Extensions for Visual Studio Code* Visual Studio Code is one of the most widely used development environments today, and much of its flexibility comes from its extension ecosystem. Extensions allow developers to customize the editor with new features, integrations, and workflow improvements tailored to their needs. In this session, we’ll cover what extensions are and the different types available, including full extensions written in TypeScript or JavaScript, along with lighter-weight extensions such as color themes, language packs, language support, code snippets, and keymaps. We’ll also look at practical reasons a developer might create an extension, from automating repetitive tasks to adding custom tooling. The session includes a hands-on walkthrough of creating a new extension, testing it locally, and understanding the basic project structure. We’ll close with a brief overview of how extensions are packaged and published to the Visual Studio Marketplace and other distribution options. **YouTube Link** TBD

Couldn't make Knowledge? Or want to debrief the dancing robots or Autonomous Workforce? Join us for a Knowledge '26 recap, insights sharing, a couple rounds of golf, and fun at Topgolf. As always, drinks and food will be provided. More details to come — mark your calendar, RSVP, and save your spot today!

Christians in Tech is a community at the intersection of faith and technology. Our meetups are designed to spark meaningful conversations, promote knowledge sharing, and encourage growth—both in your career and your spiritual walk with God. Whether you're an experienced professional or just starting your tech journey, CIT welcomes you. Our Website [https://linktr.ee/citcbus](https://linktr.ee/citcbus) Sponsors and Partners * Improving (Venue Sponsor) * Bethel World Prayer Center (Fiscal Sponsor) * Fruits & Roots (Coffee Partner)

We are going to build together with all the CLIs! E will be doing it at Columbus Code and Coffee Agenda --- Hosted By James Power, Organizer Pete Gordon, Organizer Just a Software Guy in the age of the Internet. Complete your event RSVP here: https://gdg.community.dev/events/details/google-gdg-columbus-presents-ai-improv-lets-build-a-game-together-with-claude-code-codex-and-gemini-and-be-the-judge/.