DITA Documentation

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.

Nianfo Meditation & Wisdom Talk \| Weekly Join us every Wednesday evening for a peaceful session of Nianfo (Amitabha chanting) Meditation and Wisdom Talk at Hai Hui Shan Teamoo Meditation Space. Through Amitabha recitation, meditation, and Dharma wisdom, we cultivate inner peace clarity, compassion, and spiritual growth in daily life. Benefits of Nianfo Meditation: Calm the mind and reduce stress Improve focus and mental clarity. Cultivate compassion and positive energy. Deepen spiritual connection and wisdom. Support emotional balance and well-being. Starting: 3rd June 2026 Every Wednesday 7:00 PM - 8:30 PM 📍 Hai Hui Shan • Teamoo Meditation Space Lv1/141 Toorak Rd, South Yarra VIC 3141 💛 Free Event — All Are Welcome Come with an open heart. “One thought of Amitabha, innumerable blessings.One sincere recitation, peace and wisdom arise.” 🙏 Namo Amitabha Buddha 🙏 Namo Amituofo

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)

**Sahaja Yoga Meditation** offers free, guided collective meditation sessions for everyone. Each class includes a simple introduction to meditation, basic techniques for inner balance, and a short talk or discussion on a topic of the day. These meditation classes are suitable for **complete beginners** and **regular meditators**. No prior knowledge or experience is required. **Chairs are provided**, and there are **no physical exercises, postures, or special clothing** needed. Classes usually run for **60 to 90 minutes**, and **no booking is required**. Every session is free and led by volunteers who share Sahaja Yoga to help others experience peace, balance, and self-realisation.

**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

**Sahaja Yoga Meditation** offers free, guided collective meditation sessions for everyone. Each class includes a simple introduction to meditation, basic techniques for inner balance, and a short talk or discussion on a topic of the day. These meditation classes are suitable for **complete beginners** and **regular meditators**. No prior knowledge or experience is required. **Chairs are provided**, and there are **no physical exercises, postures, or special clothing** needed. Classes usually run for **60 to 90 minutes**, and **no booking is required**. Every session is free and led by volunteers who share Sahaja Yoga to help others experience peace, balance, and self-realisation.

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!

Sunday evening meditation from 5.30 - 6.30. Join us in our cosy centre in Carlton North. Whether you are new to meditation or an experienced practitioner you are welcome at these relaxed and informal sessions. Simple instructions are provided and you can sit in a chair or on a cushion. Masks optional but not mandated. Bring your own sealed drink bottle. $10 for workers or $5 for concession. Browse our shop for books, incense and dharma items. Find out what our Centre is offering 803 Nicholson Street, Carlton North. Website: https://melbourne.rigpa.org.au/

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)

🛸🛸 **The Hitchhiker's guide to redundancy: a 'mostly harmless' manual for surviving the professional void** 🛸🛸 What do you do when your career is unexpectedly demolished to make way for a corporate bypass? Too many professionals treat redundancy like the end of the universe, spiralling into the bureaucratic nebula of unemployment without a map. This session chronicles a six-month odyssey through the unknown, transforming a vulnerable period of professional upheaval into a practical, comedic survival guide. **What you’ll hear:** ✨ **How not to panic:** How to steady your ship when the corporate ground disappears beneath you ✨ **What to pack:** Cultivating the core resilience and mindsets needed to navigate sudden career transitions ✨ **Deploying your networking Babel Fish:** Translating your experience into a language the market actually understands ✨ **Navigating the bureaucratic nebula:** Managing the identity shift, the job search logistics, and the administrative void without losing your sanity ✨ **Embarking on your next chapter:** Turning an unexpected full stop into a launching pad for a career that actually fits your trajectory As long as you're packing resilience to brace the knocks (and your sense of humour), you’ll never truly be lost in space. A vulnerable, funny, and no-BS roadmap to surviving the void and finding your way back to solid ground. **👍🏼 The Speaker** ✨ **Alex Clarke** is a Product and UX designer with over 8 years of experience, who after spending years building a successful professional track record, found himself facing the ultimate corporate plot twist: sudden redundancy. Alex’s story is a highly common and relevant reality for many professionals today, as organisations face mounting economic pressures to cut costs and restructure. Alex speaks candidly, sharing raw, hilarious and deeply practical truths about what it takes to pivot after a setback. By turning his own unexpected transition into a survival guide for the current job market, Alex proves that losing a job doesn't mean losing your direction. Alex’s story has a happy ending too- as he’s happily found a new job as an Incubation Designer for Coles. Down, down, prices are down. Please. 🙏 📌 **The details:** * **Date:** 6 pm, 11 June * **Host:** Melbourne Design Thinking Meetup * **Special Guests:** Alex Clarke * **Refreshments included:** Pizza and fizz!

**Melbourne Python's Meetup June 2026!** Join Melbourne’s Python community for another night of learning, sharing, and connecting. Whether you’re just starting out or you’ve been coding in Python for years, our monthly meetup is the perfect place to learn something new and connect with fellow developers. This group is for developers, data scientists, web programmers, and anyone passionate about Python. 📅 **When:** 5:30 PM, Thursday, June 11, 2026 📍 **Where:** Judo Bank, Queen and Collins Building Level 26/376-390 Collins St, Melbourne VIC 3000, Australia 👉 [https://maps.app.goo.gl/A9JQTYGrMqGn8AzAA](https://maps.app.goo.gl/A9JQTYGrMqGn8AzAA) **Note:** The entrance is next to Rustica Cafe. Press level 26 when you arrive, and you'll find us there! **Agenda for the Evening** **5:30 - 6:00 PM**: Networking **6:00–6:15 PM** : Welcome and logistics 🎉 **6:15–6:45 PM** - **Talk 1:** Javier Candeira - Principal Consultant at Infoplumbing on TypeScript for Pythonistas / Python for TS Devs. In this session, Javier will share cheatsheet-centric and concurrency-focused look at the similarities and differences between Python and TypeScript, aimed at developers who regularly switch between the two languages **6:45–7:00 PM**: Break – Connect with someone new! **7:00**–**7:30 PM** \- Abhijeet Kumar on Beyond RAG: Building an Agentic "Second Brain" with FastAPI\, pgvector\, and Gemini\. This talk explores Project NeuralFortress — a Python\-based knowledge management system that evolves beyond traditional RAG approaches using FastAPI\, Neon PostgreSQL with pgvector\, and Google Gemini for cognitive processing\. **8:00 PM**: Event concludes 🌟 **Special Thanks** 🌟 A huge shoutout to our sponsors **Judo Bank**, **AWS** and **Neo4j** for making this meetup possible. Your support means the world to us! **Interested in Speaking or Sponsoring?** We’d love to hear from you! Email us at **melbournepython@gmail.com** or fill out our speaker interest form at https://forms.gle/S5T1SL4ULY5aogf47. We can't wait to celebrate Python and the incredible Melbourne community with you. See you on June 11! 🎉

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.

**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 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/).

**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

Ciao a tutt\*! Let's meet Monday at 6.30pm at the Upper Arlington Library (Tremont Branch) in **Meeting Room A** to speak in Italian for 1 hour.

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

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

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/.