Ceroc

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.

Hey, mates! If you're looking for an evening kick, we'll be playing 5-a-side at Monash University every Wednesday **from 8:30 to 9:30 pm.** To join us, download the Stranger Soccer app and register for free. If this is your first time playing with us, use the code **WELCOME** to book your first game for free! Book your slot now and get involved!

Join us every **Wednesday at 5 PM** at the Emporium food court (located behind Grill’d Burger Restaurant in the CBD, not near Melbourne Station) for a dynamic networking event tailored for filmmakers, actors, and film enthusiasts. Afterward, we continue the evening with Happy Hour drinks at a nearby bar and a chance to grab dinner together. Understanding that schedules vary, feel free to join at any time that suits you. Rain or shine, our community has gathered every week for the past year, maintaining a consistent and welcoming environment. Our group has grown remarkably, with a **weekly turnout of over 50 participants**, blending newcomers with regulars to create a vibrant, diverse community. Feel free to bring friends interested in filmmaking; it’s a great way to introduce new faces to our expanding network. Whether you’re a writer, actor, animator, or independent filmmaker, come share your experiences, discuss current projects, or chat about favorite films. This event fosters connections among like-minded individuals, encourages friendships, and opens doors for collaboration. At **7 PM**, we move to The Carlton Club, a five-minute walk away, where we continue networking in a more formal rooftop setting over drinks and food. This change of venue offers an ideal environment to keep conversations flowing. **RSVP** to help us gauge attendance and become part of a growing network of film professionals and enthusiasts. Though the event begins in the afternoon, the relationships you build here can last well into the night and beyond. **What to Expect:** *Our Wednesday meetup is primarily a large networking event for industry professionals. There’s no set theme, workshop, or speaker. It’s a relaxed gathering where filmmakers, actors, and creatives can connect, discuss projects, share needs, and learn from each other. Conversations flow freely around the table, fostering an environment of growth and camaraderie. Beyond Wednesdays, we also host exclusive events such as table reads, cinematography workshops with Panasonic, member screenings, and more. Each week brings fresh dialogues—some participants discuss their weekend shoots, others exchange insights with seasoned producers and directors, and a few engage in filmmaking exercises. It’s a space designed for creative engagement without strict structure or formal oversight.* *Note: Our community emphasizes collaboration, friendship, and goodwill rather than promotional activities. If you wish to promote a workshop, course, screening, or similar event, please contact the organizers first. Promotional privileges are generally reserved for trusted, long-standing members.

**2026 BRUNSWICK FREE SALSA CLASS,** **CUBAN SALSA & RUEDA DE CASINO CLASSES** **\- NOW OPEN \-** with **BACHATA** included in a **shared MONTHLY program** **EVERY WEDNESDAY** at: **BRUNSWICK UNITING CHURCH HALL** 214 Sydney Rd, Brunswick **\* Church Hall entrance is on Merri Street,** Walk up the car driveway on the left side of the church, Enter through the metal fence gate The Hall is directly ahead **EVERY WEDNESDAY** **6.30PM - LEARN SALSA for FREE!** **INTRODUCTION TO SALSA CLASS** \- This session is a full class & have been opened to the community\, to give anyone interested in learning Salsa to come try for **FREE**! \* This is a complete class. \- Learn the Salsa basics for free with no pressure to stay on to do the pay lesson\. \- Once you have learnt the main basics\, we partner you up and show both ladies and men how to dance their steps together\, with the men how to lead and the ladies how to follow\. \- By the end of the 6\.30PM Free Salsa Session\, you will already be able to Salsa! **This Free Salsa class is open to anyone wishing to give Salsa a try!** ***with:*** \* Easy to follow, step by step breakdown of the main basics \* Learn at your own pace \* Come as often as you like to make your Salsa basics strong \* No pressure to stay on to do any of the pay lessons \* No partner or dance experience required! \* All welcome - bring your friends & enjoy a fun night of learning to Salsa! **AFTER THE FREE CLASS?** If you enjoyed the Free class & wish to take your dancing to the next level, the free class is followed by the main Cuban Salsa Beginner class (Beginner to improver level). **2026 BRUNSWICK** **WEDNESDAY PROGRAM:** **\* 6.30PM - INTRODUCTION TO SALSA BASICS (Free Session)** \- GET STARTED WITH LEARNING THE SALSA BASICS\! \* This is a complete class \* Easy to follow, step by step breakdown of the main basics \- This session prepares you for the main Cuban Salsa Beginner lesson that follows after. **\- INTERVAL** - **REGISTRATION** with **Dance Practice** **\*\* 7.30PM - 8.30PM** **BEGINNER CUBAN SALSA (Main Class)** *Cuban Salsa (Beginner to Improver Level)* \- ALL students joining this part of the Beginner class are expected to know their Salsa basic steps **Total Beginner Class with free class: 1 hour & 30 Minutes)** followed by the **NEW SHARED MONTHLY PROGRAM:** =============================== **\*\* CUBAN SALSA NIGHTS ONLY \*\*** **HELD every 1ST & 3RD WEEK of every MONTH** **\- ON 5 WEEK MONTHS – this is on the 1ST\, 3RD & 4TH weeks** (\* No Bachata on these days) **8.30PM - 10.00PM** **CUBAN SALSA INTERMEDIATE** (Cuban Salsa & Rueda De Casino) \- Ideal for students who are confident with their Beginner steps and turns. This level will extend your Salsa dancing to the next level. =============================== **\*\*\* BACHATA & CUBAN SALSA NIGHTS \*\*\*** **\- Held** on the **2ND** & **LAST WEEK** of every **MONTH** **8.30PM – 9.30PM** **BACHATA** *(Beginner to Improver)* followed by **9.30PM – 10.30PM** **INTERMEDIATE** **CUBAN SALSA & RUEDA DE CASINO** (\* Normal 1 HOUR CLASS) \- Ideal for students who are confident with their Beginner steps and turns. This level will extend your dancing to the next level. **CLASS COST:** **CASUAL/DROP-IN ATTENDANCE:** **\*\* CUBAN SALSA ONLY NIGHTS\*\*** – Intermediate Salsa (1.5hrs) - $25/class \* Beginner Salsa Class – $20 **\* DO BOTH** Beginner Salsa Class & Intermediate Cuban Salsa (1.5hr) Class – Only $35 **\*\* BACHATA & CUBAN SALSA NIGHTS\*\*** \- On 2nd & last Week of every month ANY MAIN 1 HR CLASS – $20 **\* DO ANY 2 MAIN CLASSES** – Only $30 **\* DO ALL 3 MAIN CLASSES** on the night – $35 (Beginner Salsa, Bachata & Intermediate Salsa) **PAYMENT OPTIONS:** \* **CASH** recommended to avoid Eftpos sees \* **EFTPOS** \- Visa or Mastercard accepted – Please note – there is a 1.9% surcharge when using Visa or MC credit cards \* Please note: We do not accept Diners & American Express cards **CLOTHING & SHOES:** Comfortable casual clothing. Best shoes are low or flat smooth sole shoes when starting, like leather sole shoes. Avoid sandals, open toe shoes. Avoid high heels when starting to avoid injury Avoid track shoes or runners as these grip the floor and can interfere with your stepping and turns **MEDICAL:** Anyone with breathing problems, heart conditions, knee, back or shoulder injuries and who are taking prescribed medication, please consult with your doctor first before joining any classes. **COVID PROTOCOLS:** \* If you have flu like symptoms or feeling unwell, please do not any attend any classes \* If you are a first contact, as a precaution, pls do not attend any classes until after 7 days of negative tests \* Sanitise hands frequently *We look forward to having you join us!*

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 😊

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)

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.

G'day! We have a 5-a-side kickoff happening **every Friday, from 6-7 pm at Rooftop Futsal @ ACU Fitzroy**! To join us, just download the Stranger Soccer app and register for free. If you're joining us for the first time, use the code **WELCOME** to book this game for free. Book your slot now and get involved. Cheers!

**Experience a different kind of Toastmasters club.** *Port Melbourne Toastmasters is built around **SpeakLabs**—experimental, high-impact learning environments designed to accelerate speaking growth through deliberate practice, real-time feedback, and guided experimentation.* This is not a traditional meeting format. It is a **speaking laboratory**, where ideas are tested, skills are refined in the moment, and speakers are developed through action rather than theory. Our **SpeakLab: The Experiment sessions** give prospective members a chance to experience this unique culture firsthand. You’ll observe members in action, see how feedback is delivered in real time, and experience our distinctive approach to speaker development inside a fast-paced, supportive environment. Whether you're new to public speaking or looking to elevate your speaking... Join us tonight at Port Melbourne Toastmasters to experience an innovative approach to propelling your speaking forward. *Guests, Meetup Group members, and visiting Toastmasters attend for free.* 🌐 [www.portmelbournetoastmasters.org](http://www.portmelbournetoastmasters.org) 📍 Where: Find directions [here](https://www.portmelbournetoastmasters.org/directions.html) ***Port Melbourne Toastmasters is a club for people who are serious about developing their speaking, leadership, and personal presence.*** We offer limited, curated guest sessions throughout the year for prospective members. These sessions allow you to experience our high-engagement, growth-focused environment firsthand — without open access to every meeting.

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/).

⚽ Indoor Soccer Group ⚽ We have a WhatsApp group for organizing games and staying updated. 📍 Location: 28 S Hamilton Rd Columbus, OH 43213 🗓️ Every Saturday ⏰ 6:00 PM We play 6v6 indoor soccer. The cost to play is $15 per person. If you're interested in joining, send me a message and I'll add you to the group chat. Open this link to join my WhatsApp Group: https://chat.whatsapp.com/G1lZnjl5BvYAqhgGoXGbsh?mode=gi_t

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

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!

### **June Necromancer’s Awakening \| Free Undead Mini Event** Step into the grave this June with Necromancer’s Awakening at The Arcane Foundry. Join us for a paint and sip experience where you’ll receive a free undead miniature and explore the dark forces of necromancy in Warhammer Fantasy and The Old World. Whether you’re new to the hobby or a seasoned painter, this event invites you to raise something from the dead and make it your own. Learn techniques for painting bone, decay, ghostly effects, and weathered armor while diving into the lore and battlefield role of undead factions. From shambling skeletons to cursed revenants, you’ll bring a lifeless model to unholy existence. All supplies are provided, space is limited, and the dead are waiting to rise.